{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "44e4b8e0-9f18-4999-9210-303f8202d00c",
   "metadata": {},
   "source": [
    "### 代码练习：游戏主角数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "cd2cda59-ae05-4129-9368-e7235a704cd2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### 数据类型 ###\n",
      "Hero                object\n",
      "life                 int64\n",
      "magic                int64\n",
      "speed                int64\n",
      "attack               int64\n",
      "armor                int64\n",
      "life_recovery        int64\n",
      "magic_recovery       int64\n",
      "attack_range         int64\n",
      "attack_speed         int64\n",
      "magic_resistance     int64\n",
      "dtype: object\n",
      "\n",
      "\n",
      "### 列头 ###\n",
      "Index(['Hero', 'life', 'magic', 'speed', 'attack', 'armor', 'life_recovery',\n",
      "       'magic_recovery', 'attack_range', 'attack_speed', 'magic_resistance'],\n",
      "      dtype='object')\n",
      "\n",
      "\n",
      "### 前5行 ###\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "|    | Hero    |   life |   magic |   speed |   attack |   armor |   life_recovery |   magic_recovery |   attack_range |   attack_speed |   magic_resistance |\n",
      "+====+=========+========+=========+=========+==========+=========+=================+==================+================+================+====================+\n",
      "|  0 | Pike    |    600 |     415 |     330 |       60 |      24 |               7 |                8 |            150 |              1 |                 32 |\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "|  1 | Kasha   |    554 |     344 |     335 |       62 |      33 |               1 |                0 |            500 |              1 |                 30 |\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "|  2 | Zoe     |    526 |     340 |     340 |       56 |      21 |               7 |                6 |            525 |              1 |                 30 |\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "|  3 | Aoun    |    565 |     300 |     335 |       59 |      24 |               1 |                2 |            175 |            335 |                 32 |\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "|  4 | Kai Yin |    585 |     410 |     340 |       60 |      29 |               2 |                2 |            175 |              1 |                 32 |\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from tabulate import tabulate\n",
    "\n",
    "df = pd.read_csv('hero_data.csv') # 读取数据集\n",
    "df0 = df.head(5) # 生成一个 df 的前6行的一个子df\n",
    "\n",
    "print(\"### 数据类型 ###\")\n",
    "print(df.dtypes)\n",
    "print('\\n')\n",
    "\n",
    "print(\"### 列头 ###\")\n",
    "print(df.columns)\n",
    "print('\\n')\n",
    "\n",
    "print(\"### 前5行 ###\")\n",
    "print(tabulate(df0,\n",
    "         headers='keys', # 使用columns列头作为显示列头，如果没有columns列头信息，则使用数字列表\n",
    "         tablefmt='grid')) # 以数据库表格的风格显示 dataframe，另外一种常见风格是psql"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "320ebd41-0ff6-4ec5-b066-d5a2d9f7aa36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+u9jAgGEYjB07lpSUFN57770in4eGhjJnzhxycnJYt24d7733Hv7+/txzzz1nva6SnMlxuCQl1ZfL5cJmszFmzBj69esHuI9lPXv25IMPPmDy5MmFygjuIIiIiJQOBQZEpFwICQnB29u70GOrSnLs2DEiIiKKvB8eHl6ksVVcuuLeN5vNfPjhh7zxxhs89dRT5OXl0bp1a55++mnP+Nx/mjx5MnPmzOHBBx+kadOmVKpUiWXLlvHuu+9is9nOKjBwNmX6510+Ly8vDMPAbrefUWCgVatWVK5cmRkzZrB161beeuutC1a+0wVXCsTExFCvXj22b99+RmOQC9SqVYtmzZoVeu/kxi647647nc4Sn4Rw7NgxKleuzP333092djYPPfQQtWrVws/Pj7feeuu0Y7zPRK9evbjnnnuIjIzkiiuuoEqVKkX+r1lZWdx5552Eh4czevRoqlatio+PD08//TT5+fmF0hZXr+Hh4Z6GVMEs7//cHpYsWcKoUaPo378/jzzyCCEhIRw7dowHH3ywyEz65+Ofd9K9vLwK5evo0aP4+/sXeTJDeHg4ubm5hYJcJe3DJTl48CD33nsvHTp0KDLvQVBQULF3wzMyMood6lKa6ypgMpno0aMHr776qicodbLJkyezZMkS/ve//xUaPlLAarV6tvn27dtjMpmYNm0agwYNKlKfJa2r4P9T0HPg5Lyf/PnZOlV9FfQAOvnpBhaLhbZt27Jt27ZCaQv+9//c7kVE5NwpMCAi5YKXlxetW7dm1apVhWasLk5kZGSxjbXk5OQi3c/P5u5gvXr1mDp1Kna7nT/++INXX32Ve+65h5UrVxY7Adf333/PwIEDufvuuz3v/fzzz6fMe0nOpkyloWfPnnz00Ue0aNGi2MYHlE75zvTO48cff8yePXuoW7cuL7zwArNnzz6jSc/ORHBwMFarlc8++6zY/ISFhbF//362bt3K+++/z1VXXeX5LC8vr1Ty0K5dO4KCgvjss8949tlni02zadMmDh8+zEcffVRoaMc/G29Q/IR0ycnJnjHkBXdc/9lw/f7772nRokWhYSf/HA9f0JPmn49YTEtLK6F0Z69y5crk5OSQm5tbqDGbnJyMn59foYDG2dy9Tk5OZtiwYVStWpXXX3+9SKO7bt26HD58mJycnEKP5yzY9i7UuopTXLlmzpzJRx99xGuvvVZonoVTadq0KTabjaNHjxaai+RU6/L39yc6Opo9e/YUer/g9Znk/59OV1/FDVcCd6+Gf9ZFwTav+QVEREqPnkogIuXGHXfcwZYtW4rMFg/ubqgFM323aNGC5ORkfv/9d8/nubm5rFixosS7wmfDy8uLjh07MnToUI4dO1bieFubzVaoAeN0OgvNPl+wroK0p3Khy/RPffv2pUuXLgwZMqTENKVZvlPZs2cPr7/+Og8//DBvvvkmcXFxzJw585zX908dOnTA6XSSmZlJs2bNivx4e3sXe4c9ISGBjRs3FlqXl5fXOZXVbDZz33330aVLF6655ppi0xQEIU7Ow4YNG0hISCiSNjk52TOhHLgnI9y6dSvNmzf3rKNq1apF5nTIy8sr0ovg22+/LfQ6PDwcLy8vdu/e7XkvOzubTZs2FUp3rnUB0KxZM0wmEz/88IPnPcMw+OGHH855e8/OzvYEsWbMmFHk7jngGZu/ZMkSz3tHjhxh/fr1hQJCpbmufzIMg6VLlxITE1Oo8fztt98yceJERo8eTa9evc6ozODeRry9valcufJZreuqq65iyZIlhSZlXbRoEdHR0TRs2PCMvx/OvL6sViu//fab5z2n08nvv/9OTExMobQF2+3Jw1FEROT8qMeAiJQbXbt2ZejQoYwdO5YNGzbQrVs3/P392bNnD59//jnVqlXjqquu4l//+hetW7fmkUce4bHHHiMkJISPPvqIvLw8z7O8z9b27duZNGkSPXv2pEaNGmRkZPD+++8TExNDSEhIsctceeWVzJ49m5o1axISEsLs2bOLdH0tmJzviy++oHfv3vj6+hY72/eFKNOp1K9fn3feeeeUaUqzfCVxOp2MHj2axo0bM3ToUMxmMw899BBvvPEGV199dYl3Gc9G3bp16devH48++ijDhg2jWbNm2Gw2du7cyb59+5gwYQJ169YlKiqKV155hZEjR5Kdnc1bb71VqLFVsK6kpCTmzp1LgwYNCA0NPeWkkicbOHBgoQkO/6lly5b4+/vzzDPPcNddd3H48GGmTZtGlSpViqQNDQ3lySef9DyV4K233iIsLMzzOEFwz43w119/FVruyiuvZPz48bz77ru0aNGCn3/+uVBDDdxBjK5duzJz5kyqVq1KUFAQH330Eb6+vqVWF/Xq1aN3796MHz+erKwsz1MJ9uzZU2h+iJLMnz+fp556iiVLllCtWjXAPYnljh07ePnllzlw4AAHDhzwpC+YIDEqKoqbb76Zl156CcMwCAsLY9q0aVStWrXQRI2lua6BAwfyn//8h7p165Kbm8uXX37Jpk2bePvttz1p1q1bx5gxY+jUqRMtW7YsFISJiooiKioKgJtuuom+fftSp04dHA4Hv/76K7Nnz2bo0KGexviZrmvYsGF8++23PPnkk9xyyy3ExcXxxRdf8Pzzzxe6g79u3TpSUlI829LKlSsJCwujfv36nh4qZ1JflStX5vbbb2fKlCmAe1LGL7/8ksOHD3PvvfcW+v9u2bKFSpUqFZl4UUREzp0CAyJSrowePZpWrVrx6aef8thjj2Gz2ahWrRpdu3Yt9CjDt99+m4kTJ/LSSy9hs9lo3rw5H3/8caGutGcjMjKS8PBwpk+fztGjRwkKCqJ9+/Y8/vjjJS7zzDPP8NxzzzF+/Hh8fX3p06cPPXr0KPSYvWrVqjFq1ChmzZrFp59+SlRUFD/99FOx6yvtMp2v0i5fcT744AN27NjB/PnzPUMHhg0bxrJlyxg9ejSff/55kS7J5+K5556jdu3afPXVV7z11lsEBgZSv359br75ZsB9h33q1KmMHz+ehx56iKioKO677z7WrVtX6JnuPXv2ZO3atUyePJmUlBT69u3LxIkTzzt/4B5L/+abbzJp0iQeeOABatWqxbhx44pMxgdQtWpV7rvvPqZMmUJCQgKxsbFMmTKl0ISaPXr0YMyYMZ7HJAL069eP+Ph4PvnkE2w2G506dWLKlCnceuuthdb/7LPP8swzzzBu3DiCg4O577772LhxY6nWxYsvvsirr77KO++8Q0ZGBg0bNmT69Oln1IXe5XLhdDo9E0QC/PrrrwDF7rN///235++nn34aPz8/Jk6cSF5eHm3bti1Sd6W5rpo1a/Lxxx9z7NgxzGYzTZo0YcaMGYUm2Fy7di12u51Vq1axatWqQt83fPhwRowYAbif/jFr1iwOHz6Mr68vtWvX5qWXXioUiDjTddWqVYv333+fiRMncvfddxMZGcmoUaOKPDFj6tSphYabFDzV4uR1nWl9Pfnkk/j7+/Puu++SlpZGkyZN+PDDD6lZs2ahZX755Rd69OhRasOJREQETMbJZ00REREp10aPHs2OHTuYO3fuKdPl5+dz9dVX8+yzz9KzZ8+LlDuR85OZmcmVV17J//73vzOeZ0FERE5PoVYREZEKyNvbm2HDhvHJJ5+UdVZEzthnn31Gy5YtFRQQESllGkogIiJSQQ0cOJC8vDwyMzPP+RF0IhdTYGAgY8eOLetsiIhcdjSUQERERERERKQC01ACERERERERkQpMgQERERERERGRCkyBgQouPj6ee++9l/fee489e/YA7sd23XrrrUWeXS3nb+7cuYUe6yTn77rrrivrLFx0c+fOJTc3F3Dvwz///PNZr2P06NHExcWVdtbkEqbj/cWl4/3p6Vh27i6nuruUzuMXY79duXIlixYtKvazc/1fipQGBQYEgHvuuYe6desCsGHDBr788ks6duxYxrm6/Nx44420a9eurLMh5dy8efM8F4QJCQm6iDgPTqfzklrPxVBax/uyKLNhGJSXqZHO9XhfVttSWXxvWRzLytO+eio6D1wYF2O/veqqq+jVq1exn+l/KWVJTyUQwB01HjBgAAsWLODgwYMMGjSIV199lcWLF/Pjjz/idDq577776NKlS1ln9aJbu3YtM2bMwM/Pjz179vDYY48xf/589u3bx0MPPUR+fj5z5swhMzOTzp0788gjj+BwOHjiiSdISkqidevWLFu2jIULFzJ16lQaNGjAtddey0cffcT333+Pt7c3d9xxBz169Cjrol4QBw8e5IknnsDLywtfX1/Cw8Px9fXl4MGD5Ofn8+abbxIWFsZ3333H7Nmzcblc3HTTTdxyyy0kJCTw/PPPY7PZCAkJYfLkyVitVp588kmOHj1K69aty7p4F1xKSgqPP/44drsdgBEjRrBt2zYeeOABWrduzf79+9m8eTM7d+7kueeeY/78+cTFxZGRkcGDDz5I9+7dSUtLY+zYsaSnp2MymXjvvfc86z948CDPPPMMzz77rKexeLn5Zx2+8cYbDB48mKuuuootW7bQt29fli1bhtPp5ODBgzz++ON8/vnnxMfH8+KLL9KqVSvWr1/PpEmTMJlMXHnllTz00EPMnTuXlStXkpeXR5cuXbjtttvKuKRn5nyO9/8sc2BgYJH9Nj4+nueeew6bzUZgYCDTp08vtv6GDx/OY489Rp06dfjrr7/45JNPeOWVV5g5c2aRfAwaNIjY2Fi2bt1Khw4dCAkJoX///uTn59O/f3/mzJmDyWQ677opy+N97969PdvktGnTePrpp0lPT8fHx4dXXnmFsLCwIuvp1q0bTz/9NPv378dsNjN+/HhsNhvvv/8+U6ZMAeD+++/nqaeewmw2Fzmebtq0iQ8//BBvb28aN27MTz/9xJdffonFYuGDDz4gIiKCPn36nHe9Qtkey+Lj43n88cepWrUqoaGh9OjRg+nTp5OXl0edOnV4+eWXPWlq1qzJ33//za233sqAAQM4fPgwjz32GH5+fkRHR+Pl5cWzzz7Lb7/9xrRp0zAMgyuvvJLhw4eXSj1danWXnp7OQw89hMvlwuVy8f777/Phhx+SkJBAcnIy6enpTJo0idq1axdbJ+np6cVuyxMnTmTTpk00atQIh8NxXvVzKe+3FoulSP19//33pKamMnjwYEaOHElmZiYul4uXX36ZTz755LT/y6lTp3LkyBGSkpI4fPgwb775JrVq1WL16tW89dZbWK1W2rZty8iRI4u9thIpkSEV2sGDB4177rnHGDVqlLF582bDMAyjd+/ehmEYxs6dO40RI0YYhmEYeXl5Rt++fcssn2VpzZo1xq233mo4nU7j999/N7p06WLYbDbj0KFDxoABA4zs7GzDMAzD5XIZt912m3HkyBFj8eLFxoQJEwzDMIzff//dU6dvvfWWsXjxYmP79u3G0KFDDYfDYRiG4fl9Ofrqq6+Mjz76yDAMw3A6ncaoUaOMDz/80DAMw5g7d67x2muvGampqcaAAQMMh8NhOJ1Oo3///kZmZqYxcuRIY9u2bYZhGMYnn3xifPbZZ8YPP/xgjB8/3jAMw1i7dq2nbi9X+fn5Rn5+vmEYhvHZZ58ZM2bMMAYOHGgkJycbhuHePseNG+dJX7A9pqWlGX369DEMwzAmTpxozJs3zzAM93bqcrmMUaNGGXPmzDHuuOMOIzEx8SKW6OIrrg67dOni2ba+/vpr46GHHjIMwzDmzZtn9OvXz3C5XMbvv/9uPPnkk4ZhGMZNN91kHD582DAMw7j77ruNrVu3Gl9//bXx4IMPlkGJzk1pHO9PLnNJ++2IESOMdevWGYZx4thWXP19//33xhtvvGEYhmG8/PLLxqpVq0rMx8CBA40lS5YYhmEY6enpxsCBAw3DMIxFixYZ06ZNK7U6Ksvj/cnb5KRJk4ylS5cahmEYy5YtM1599dVi1/Pjjz96jod//vmn8cADDxiGYRi33HKLkZWVZaSmpnrqqrjj6Zo1a4wbb7zRs87JkycbK1asMAzDMG699VZPeUtDWR7LDh48aHTu3NnIzc0ttG7DMIxHHnnE2Lhxo3Hw4EHP/zsnJ8fo2bOnYRiGMW7cOM+2N23aNGPcuHGGy+UybrzxRs96RowYYezevbtU6qk4ZVl3q1evNl544YVCy7311luFzsOPPvpoiXVS3La8ZcsW49577zUMwzAOHDhgtGnT5rzq51Leb4urv6+//tr44IMPjAMHDnjqwTDc10hn8r986623jMmTJxuG4T5nvfnmm4bT6TR69uxppKSkePJb0jFapCTqMSAl2rlzJ1u3bmXQoEEA5OTkkJWVRWBgYBnn7OJr0qQJZrOZqKgo6tevj7e3N9HR0aSnp7NmzRpmzpyJy+Xi4MGDHD16lAMHDhAbGwtAs2bNiqxv9+7dtGnTBovFAuD5fTnq1asX7777Lk888QQNGjQAoEWLFgA0b96c5cuXc+DAAfbv38+QIUMAyMjI4MiRI+zevZsJEyYAYLPZuPrqq8nIyPAsX/D7cpaens64ceNITU0lMzOTK6644pTpZ82axc8//4zFYiExMRGAXbt2MXjwYIBCd1XffPNNnn32WaKioi5cAS4BxdWhj48PMTExnjQF+2l0dDQxMTGYTCaioqJIT08H3NtflSpVAGjZsiV79+4F3Nvw5eBsjvcFZS5pv927d69nOy04thVXf927d2fGjBkMHz6cdevW8cQTT/Djjz8Wm4+C5QCCgoKoXLkyO3fu5JtvvuHZZ58t1booq+P9ydvkzp07Wb9+PTNnzsThcNCgQYNi17N3795Cx9MDBw4A0L17d5YsWUJOTg49e/b05OOfx9M6deoQGxvrWedNN93EG2+8QWhoKPXr18ff379U6hTK/ljWqFEjfH19Afj777+ZOnUq+fn5HDp0iGuuuYaIiAjP/xvAbHaPtt2/fz/33nsv4P7/rlixgtTUVM+cHeDe9hMTEy9Yr6uyrLt27drx559/8sQTTxAVFcVDDz0EUOg8/Morr5RYJ8Vty/v37/csX6NGDUJDQ8+jdtwu1f22pPorKPtVV13F448/TkhICCNHjiyy/uL+lwBNmzYF3OesuLg4UlNTiYyM9NSlxWIp8RhdEa/j5cwoMCAlqlevHi1atPB0R8zPz/ecMCuak0+iJ/9tGAZvvvkms2bNIjAwkH79+mEYBrVq1WL9+vXccMMNxU7sU79+fb7++mtcLhdms9nz+3JkNpt57LHHABg6dChhYWHExcXRpk0b4uLiqFOnDjVq1KBevXp89NFHmM1m7HY7Xl5e1KlTh4cffthzsZWfn8+KFStYt24dN9xwA5s3by7Lol0U3377LW3btmXw4MHMnj2b3bt34+Xl5RnP6OXl5emGmZaWxg8//MDXX39NamoqvXv3Btzb29q1a+nTp0+h8dkTJ05kxowZhIaG0qZNm4tfuIukuDr850XeqfZxcF/8HTlyhCpVqrBp0ya6dOnCtm3bLpug3tkc7wvKfKr9dv369VxxxRWeY1tx9eft7U2TJk149913adeuHRaL5ZT5OPkYefPNNzN9+nScTidVq1Yt1booq+P9ydtSvXr1uPLKK/nXv/4FuOth3759RdZTu3Zt1q5d6zke1qhRA4AbbriBsWPHYrfbefPNNwGKPZ5u3Lix0PfWqVOHjIwMPvroI08jsrSU9bHs5HLOmDGDJ598kpiYGEaOHOlZV3HDUWrXrk1cXBxVqlTx/H9DQ0OpXbs277//Pr6+vrhcrgs690VZ1p3dbue+++4D4Omnn2bt2rUAbN682bPd1a5du8Q6WbVqVZFteefOnXz77beAexhDamrqedfRpbrfllR/BZ/369eP22+/nXfffZdFixbRoEGD0/4viytjWFgYycnJpKWlERISgsvlKvEYLVISBQakRA0bNqR58+YMGDAAs9lMtWrVmDhxYlln65LTu3dvBgwYUOjuSrdu3fj+++8942L/eSBu2LAhV155Jbfddhu+vr4MHjz4sp1j4KeffuL//u//AIiMjMRkMrFnzx7uvPNOz0VraGgot956K4MGDcJsNuPr68uMGTMYNWoUL7zwAjk5OYB7rGy3bt344YcfGDRoUIXoMdCxY0eeeOIJfv31V6pUqYLVaqVbt2488cQTtG/fnkGDBrF7924eeughHn30UaKjo7n99ttp0qQJQUFBANx7772MGTOGOXPmYDabmTFjBgCVKlVi2rRpjBgxguHDh5/2LlR5VVwdnq3Ro0czYsQIzGYz7du3p3Hjxmzbtu0C5LZsnMvxvqT99sknn+SZZ57B4XAQGBjIu+++W2z9Afz3v//ljjvuYM6cOWeVjw4dOvDMM8/w8MMPl3pdnMrFOt7fd999PPvss3zwwQcYhsGtt97KddddV2Q93bt356effuL222/HZDIxfvx4AKKionC5XAQGBnruIBZ3PC2uoXPDDTcwffr0Up/D5VI6ll177bU8+uijZ3SH/+677+axxx7js88+IzIykuDgYEwmEw8//DB333034G6YT548mfDw8POspeKVZd3FxcXx5ptvYjKZ8PHxoUWLFmzcuJHMzEzuuusuMjIyPPOHFFcnJW3LtWrVol+/fjRs2JCIiIgLUm8FynK/rVKlSpH6W7JkCeCeaPCZZ57BZDJhGAaTJk0iKCjotP/L4phMJsaMGcO9996Lt7c3bdu25aGHHir2GH253oiS82cyLmSIU6QCK4jMrlmzhs8//5w33nijrLN0SSiY+Ky4rnsiImei4KL7008/xcfHp6yzc1kd7+fPn8+xY8c8DbyKzuFwYLFYMJlMvPXWW0RERHD77beXdbbK1MkT9JVnl9N+K1Ia1GNA5AIZMWIEmZmZOBwOz7hOEZHy4n//+x8//fST57XZbObjjz8uwxy5JSYm8uSTT3L99ddfEkEBOLvjfVpaGiNGjCj03k033VRqs/+fjw8++IClS5d67iaXR7/99hvvvPNOofeefvppGjVqdE7rO3bsGI888ggmk4mgoCBee+210sjmJam06+5Sd7nstyKlRT0GRERERERERCowDTIRERERERERqcAUGBARERERERGpwBQYEBEREREREanAFBiQIjIyMpg6dSoZGRllnZVySfV3flR/5091eH5Uf+dH9Xf+VIfnR/V3flR/5091KOWRAgNSREZGBtOmTdPB7Byp/s6P6u/8qQ7Pj+rv/Kj+zp/q8Pyo/s6P6u/8qQ6lPFJgQEREREREROQSkZ+fT79+/bjiiiv4/vvvi3y+f/9+Bg4cSL9+/fj8888973/++ef069ePgQMHsn///rP6TgUGRERERERERC4RVquVt956izvuuKPYz6dMmcLo0aP59NNP+frrr0lLSyMtLY2vv/6a2bNnM2rUKKZMmXJ231kaGRcRERERERGR82c2m6lcuXKJn+/bt4/Y2FgA2rVrx+bNmzEMg/bt22OxWGjWrBn79u07q+9UYEBERERERETkAsvIyCh27omgoCCCgoLOeD2GYXj+Dg4OJj093bOe4tKcCQUGpIjq1avz999/l3U2yi3V3/lR/Z0/1eH5Uf2dH9Xf+VMdnh/V3/lR/Z0/1eHFM85kKussnJWwt95i2rRpRd4fPnw4I0aMOOP1mM0nZgTIyMggJiYGwzDYsWNHsWnOhAIDZaS8bcSXmucMg400KetslFut2Mo4Rpd1Nsqt55iIkaJ9+HyYwgxyA1WH58ovy+BfLCnrbJRbv9CDLhSdzEnO3HKuxfRFWeei/DJugzW0KutslFsd2EiG06ess1GuBVlsZZ2FCumOO+6gb9++Rd4/m94CALVq1eKvv/4iJiaG33//nbvuuguAd955B6fTyfbt26lVq9ZZrVOBAREREREREZEL7GyGDIwYMYKtW7fi7+/Ppk2buPLKK8nKyqJXr1489thjjB07FofDQd++fQkJCQGgT58+DBgwAKvVyoQJE84qbwoMiIiIiIiISLlzOTdmp06dWuJntWrV4tNPPy3yfv/+/enfv/85fZ8eVygiIiIiIiJSgSkwICIiIiIiIlKBXc69L0REREREROQy5VXWGbiMqMeAiIiIiIiISAWmwICIiIiIiIhIBabAgIiIiIiIiEgFpjkGREREREREpNxRY7b0qMeAiIiIiIiISAWmwICIiIiIiIhIBabeFyIiIiIiIlLu6HGFpUc9BkREREREREQqMAUGRERERERERCowBQZEREREREREKjDNMSAiIiIiIiLljhqzpUc9BkREREREREQqMAUGRERERERERCow9b4QERERERGRckePKyw96jEgIiIiIiIiUoEpMCAiIiIiIiJSgWkogYiIiIiIiJQ7asyWHvUYEBEREREREanAFBgQERERERERqcAUGBARERERERGpwDQsQ0RERERERModPa6w9KjHgIiIiIiIiEgFpsCAiIiIiIiISAWmoQQiIiIiIiJS7qgxW3rUY0BERERERESkAlNgQERERERERKQCU2BAREREREREpALTsAwREREREREpd/S4wtKjHgMiIiIiIiIiFZgCAyIiIiIiIiIVmIYSiIiIiIiISLmjoQSlR4EB8Wg/ciSt7ryTyKZNMVssrHj+eX4eN66ss3XJybcZzJ5k8Nsig9xsqNMEBo0x06CFqdj07z3t4u8NBkmJ4OUN9ZvDgCfN1GhQfPryzmlzsnHSFvYviseR7SC0SQitxzQjokXYOaVP3Z7OhpfjSN6ciiPHQUA1f/770zWF1uFyGmz7YAe75+wnJzEHr0AvqnWJosPLbS54eS80m83EpGkRLF5WiexsM00a2Rg98hgtmuYVm37U+Cr89nsAqelmAvwNYmPyePT+JJo0sgGw8MdKfDY3mD37vcnNNVOjmp0h/VK56fqMi1msi8vHB68Jk7HcdBsEVsK1aQP2MY9i/LGuSFLzv67GZ/GKYleTf+8QnLM/Bh8frKOfwXLL7ZiiojH27MI+4Tlc38y9wAUpW67ULDJf+pr8FVsw7E6829QjcOzNWOtWKXGZrCnfYPvxT5z7jgJQ6eWB+N3Y4cTnU78jZ9riIstF/DYRc1hg6ReiDLlSs0l/aS55K/4CuxPvNnUJHnvjKesvY8q35P642VN/IS/fjv+N7U98PnUxWdO+L7Jcld8mYLnM6i/MG95oBddVBW8z/HIMRm6EHZmnX3ZMY3ipufvvhzfCmzvcf49oAANrQf1A9zq3Z8L4v+DbQxeuHGUh32bwxSQ7axc5yMuGWk3M3D7Gi3otLMWm/2GmnZVfO0jYZWC4oM9wK31HeHs+t+e717d+qZOMJIPAEBOxnc30H+1NYMjld21js5l4a3IoS74PICfbRKMm+TzyZAqxLfKLTf/is+Fs3uDD4UQr3t4GTZvbeOjxVOo1sHvW9+G7wfzwXQBJx6xUr2nn3uFpdP1PzsUslkgRGkpwCvHx8dx7772899577NmzB4DnnnuOW2+9ld9++62Mc1f6otu0ITclhYyDB8s6K5e0TyYY/PCpQXAEtO1uYucmeGmoi4wUo9j0P31l4BcInXqb8AuATSvh5WEu8m3Fpy/v1k/YzI5P9+Ab4Uv17lVJ2pTCT0N/JS/Fdk7psw/lkJeUR2iT4BK/849xm/jzta04ch3Uvr4G0Z2rkBV/eZxgX3ojktlzQgkPddLt6iw2bfHlzoeqkZpW/OH70GEv2rbK4abrMggJdrJqbQDDR1f1fL5qrT8HE7zp3D6H1i1y2bnHh7EvRfHTLwEXq0gXndekN7DeNwLj6BGcC+djbt8RnwVLIDy8SFojIR7H22+c+Jn5wYnP9uxyr2/ia3g9MRbsdpyffYKpSjTes77C3K5DkfVdTjIe/xjbgt+x1K2Cd4eG5K/aRtpdb2PkO0pcxv7nfszVwjCFnHr78rmmJX6D/+35MflefveAUh//hNwFf2A9Xn+2VdtJvmv6Kesv/8/9WKuFYj5N/fle04KAwVd7fi7H+pvdAQbVhu0ZsOwIXBsNP1wNXqe5km0ZAs83Bbur6Gc3VncHHBYcgrh0uCIMvu7kXuZy8n8T7Cz91EFwhInW3S3s3uRi0lAbmSVct+z7y0VgiInw6OIb+Qtn2Fkyy0FelkHbaywYGKya5+T/Xi6+oVzevfZyGF/+XxBh4U6u7pZD3CYfht8VRVpq8RvfN3MqERBo8J/e2QQEulj9iz8P3VMFm81dn6+/Esr/3gvBaoVe/80i+ZiF0Y9EsnmTz8UslkgR6jFwBu655x7P3xs2bODbb78tw9xcOPMHDwbgtnnzCKldu2wzc4lKTzZYPtfAZIanZ5oJDjdhtrhYtcDgh9kGt4woehId95mZRq3d7x+NN3iom4uUI5CwC+o0vdgluLDykm3smbsfkxm6zeyMb7gPJouJfQsOsmP2HpqPaHzW6at3jaZ612gOLj3EsT+Si3xn5v4sdn25D59Qb3ot6IZv2OVzYk1OsTB3YTBms8HMqfGEhzmxWmDB90F8OieUEXcVrY9Z78R7/v7rbx9uGlKLw0et2B3gZYUBN6cxfvQRvI+3GwY9UJ3fN/qz+nd/uv4r+2IV7eKJjMQy6E4MpxPbdd3g2DFwOLD2H4T13uE4XircK8rYsxv7qEc8ry33DQfAtWkDrt9+db/X9xYA7CPuxrVqJa5tW/Ge9AbWx58i/9YbLlLBLi77tnjyV23DFOJP6KyHMXlbSb39dezrd5O38I9CvQBOFvrJQwCk/PdlHGklb19+A67Cu33DC5L3S4F9Wzy2VdsxhfgTMWsEJm8rSbe/Sf76PeQuXF+oF8DJIj5xb39H/zsJ1ynqL2DAv/Bp3+CC5P1S0CLEHQhItsHVy92N/JVd4V+RcHtN+Hhf8cv5mN0BhZXH3AGEqysX/nz0ZliXDAZgNsGOXlAvELpUhk1pF7ZMF0tGssHKuQ5MZhg105egcBMWi43VC5wsnW0v1BOgwL2T3efRNx+wkZTgLPL50QPugMJVt1jpP8qbJZ/a+fQFO0kJl98Nj5RkMwvmBmI2G7zz0WHCwl1YLLD420C+nB3EPcPTiizzwexEWrRy39w4lGDlvz2qc/SIlb27vYhpks+yH9yBvqfGJ9GmrY069ey8PjGM/70XzOvvHL2YxbssqDFbetRj4AyMHj2auLg4JkyYwMGDBxk0aBBHjhxh5syZ3H777dx2220sX768rLMpF0H8TnDaISIagsPdjf26se7P9m8r/oRYEBQAcLh7kWEyQ0jkBc1qmUjfmYHLbuAf7Y9vuPvCIiw2BIC0bennnb44R9YcAwN8Qr1ZfuevfNFyAd/fuJwja4+df4HK2M693tgdJqKrOAgPc1+cxca4hxBs31lyAOTTr0IYN7kyjz0bDcDQ/ql4HT9zNmts8wQFAOx29/YZVbnku5blmblxU0ze3hgHD7iDAoBr4x/uz5q1PO3y1ntHAOCY9rrnPSPP/T8wtWgNvr6Ym7Vwvz7++3Lk2OruSWZtWA2Tt3tjssbWdH+2Lb7E5c5U+oPvc7TFI6Tc8DJ53/5+3uu71Ni3uuvIq2FVT/15xdZwf7Yt4bzXn/LghyS2eJyjN7xCzrd/nPf6LjWtQt2/N6eduPP/R4r7d8vQkpd7pQVE+cKQde7G/z+tTS78vvfxq+L43PPM8CUkYacLpx3Co00EHb9uqRPrLuiBEq5bTqdLPyu+AbDyKwfTH7fx7XQ73n7Qa9jl11Nlzy5vHA4TUdEOwsLdG1/jWHejf8f2okEVwBMUALAfv+4zmw0iIt3ncW8fd73/vdWHvDwTO7e7621nCesTuVgUZDkLY8eO5bfffmPWrFns2rWLDRs28H//93/YbDb69+9Ply5dyjqLcoGlJ7sP5r4n9er09Xf/Tks69bJ52QbvjnGfVK4baiK08uU3Di832X0ytAacOLRY/d1/5yYVHRN/tumLY0t1d13M2JNFlfYRRF9Zmfhlifx83xquW9wd/yi/cyjJpSE5xV0X/n4n+sD6Hf87Kbn4saEAPywP5PeN7g0zqrKd1s2Lv8r932chbNriR63q+fTre2aBmPLGVPn4+O3srBNvZrvvvJqqRJ1yWXPP6zA3aIhxOBHn11943ne8+hLeb7yL9yuvwysnAganW195Yt+8j7yTGpjmUPd4dVPAiYCUyc99EetKOvf5KUwWC15t62OpWwVXQjL5q7aT8fjHmEIC8PlXk3Neb1nL37yf3G/Xe16bQ90njcL15/7beV71Z8a7bT2sdavgTEjBtmo7aY/PwhwSgO+/Gp9+BZeotmFwe60Tr5OOt7OyTopfZh//O8q3+HV0r+KeQ6D/b5BwBg3911pCDX/4NQnmnn+s65JR3HWLt7/7+iM96dwCA9Xqm4ntbOGPH5z89q27sdu4vZlql+HcSSnHz7V+/ifqys/P/XdyUsnnYYCcbBPjnooAYMCQDE9gYOg96bwyPpzXXwnj9VdOzL90uvWJXGgKDJyjnTt3snXrVgYNGgRATk4OWVlZBAZeXpP9SGHuXgIGeSf16Cz4OySi5OUyUgxeucfF7jjoequJ25+4/E6eAH7H7/o7sk9cvRX87RdR9OrtbNMXxyfM3TjxCrTS5aNOmK1mvuu9lPRdmRxec4y6fWqeQ0kuDeFh7rrIyT3RuSsnx/13RHjR7p0FZr0Tj81mYtVaf0aMqcrIp6ry/Vd7qR59op6nfRjGtA8iqFEtn/9NjScwoJgBuJcB4+gR9x8BJx2bj/9tHDl8ymWtDz4MgOP9d07c9gGcH0wnb+N6LN3+AyYTRuIhvN/5EJLKfy+VAo5dh8n9ZIXndaWXBgBgZJ+4E2bkuP82RwSd8/f4338NAQ9c63md/uj/sH23HtuSP8t1YMCx6zDZn/zseR3yUn+g+PqznEf9Bd7/Hyo9cGIy1tRHPyb3uw3kLdlcrgMDTYLg4ZNGlgw9Pk9o4ElXrYHHb04fLiGGfHstsDnd8xIMqg3Njk9Tc3dd9++CCQjNJphxBdxVF35PgetWgvMy6hFf0Lvx5OsWW7a7gMER53YtMvO5fP74wUm32630G+XFkk8cfDnFztsP5/P8nDM7d5cXYcfPtbk5J+qq4DwcHlHyeTgt1czI+6qwNc6HPrdkMuKxVM9nN/fLpHETG2tW+2EYEFnZyYvPRBAaVvL6RC4GBQbOUb169WjRogVTpkwBID8/H29vdQG63FWrDxYvSEqEtCSDkAgTu+Pcn9WKMZGTaZB6FLx8oHJ190nkWILBS3e6SNwH/73HRP/HLt8RPEH1K2H2MpGTmENuUh5+Eb4kx7lPhiExweRn2sk9mofFx0xg9YDTpj8TIY2OpzOdOGkbxy/qvPzLd/S9fp18vKwGiUesJKVYiAhzErfNfdHVqL6NzCwzx5IsePsYVI92kJdnwsvLwGIBHx+Df3XIwd/PRVa2hfhDXlSPduBywQtTKvPZ3BCaNMxjxmsJRJ4iyFDeubZvxcjPx1SjJlSuDEePYm7T1v3Zlj8hKAhTVDTk5WEc2O9ZztQ0Fsu/u2Hk5uL4cHrhlXp5Yaz/Hcd6d5d3r+n/A8C5fOnFKdRF4Hdjh0LzBtiPDyVw/J2AkW/H5O2FI+4AANaYagC4UrJwpWZhCvTFUiXkjL7HeSAJa62i46pM5vJ9nPS/sX2heQMKhhLY/z6Eke/A5G0l/3j9ecW4Jwd1pmThSs3GHOhz3vWHuXwHnz/eV3jegILJAFuEuLv757vcvQoA/kxz/w73hggfyHTAoVwwAX5W91MMTtY0+MT6fMzweUfoUx1+PAw3/nqiJ8Llomp9MxYvSE40SE8yCI4wsTfOHQiucfy6Je2ogZcPRFY/s/0uYZd7+dqxZrx9TdRt7l4ucfflF2CuUy8fq9XgcKKV5CQz4REutsa5r/cbNMonK9NE0jEr3j4GVau5N57EBAvD747iwD4v7rgrjeGPphVapz0fmjbPp2lzd4/H54/3KmjX8cx6Skphl98AlrKjwMA5atiwIc2bN2fAgAGYzWaqVavGxIkTyzpb56XVsGHU7NyZ6NatAYjp04eQ2rXZPn8+f3/zTRnn7tIQEmHi6r4mfvrS4MUhLmo0MLFmsYGvP1wz0MS6JQbTxxjUioFXvnE3Sp/t5yL1KERUhfw8+HiC+8TZ6XoT9ZuX74u3f/KL8KVO31rs/nIfPw1ZRXCDIA4sTsDqb6XhwLrELznEmjEbCIkJptc3XU+bHiB9dyZb399BziH3UwZsqTZ+G70en1BvWo9yP9awcrsIjq5LYvmw1XgFWMnYnYlfFV+qdCjfEzlEhDnp0zudr74JYeiI6jSoa2Pxskr4+7sYeHMaS34O5KkXo4hpkMf8Tw7w51ZfHn8umrYtcwiq5GL9n35kZVsIC3XQ9PjjCt98L5zP5oZgNhs0bmjj/U/cV9c1q9sZeEtaGZb2Ajl6FOfsmViH3oPPwmW4tm7BcuOtGJmZOGZMw3J9X7xnzMS1eRO2K1t5FrM+8DAAzi9mQ1LhcUKWoXdjuXUAxtY4TI1jsXTshJGWhuOVFy5myS4qryY18OoUg/3X7aQOehNzaCD2jXswR4fie/0VAOTM/pmcaYvx7tackHfck/Zmv/cjzj1HcCa6A355X63Gvm4nvjdfifcV9UgbOg1zZCWsDaviOpRK/qptYDbh06t1mZX1QvBqUh2fTo2w/fo3SYOmYg4NwL5xL5boEPyO11/27F/ImvY9vt2aEfbOXQBkvrcEx56jnvrL+eo3bOt24X9zB3yuqEfy0HcwRwbh1TAa56FUbKu2g9mE32VWf5vS3A33/0TBii7uoQWdIuBANvzf8Xje8AbwfCzMj4e+v7p7GQw96Ymky7vAvysXflzhh+3cQYFcB+zMhBebud9flwyfHbioRbxggiNMdO5r4ecvnbwyJI/qDcysW+zE1x+6D/Ri/RInH4zJp2aMiRe+cQ+9W/GVg53rnezb6r5e2bDUSVKCjdbdLbTpbqVBawsJOx18NSWf3X+6+Gu1O7jcoE35DugVJzzCxXV9s5j/VSUeuDOKeg3sLP3eH39/F7cOyGD50gDGj42gQaN8/m+e+zmXwwZEc+yolahoBzabmSkvu8+z1/bOomnzfObNqcT3CwOo38DO7l1ebN7oS2AlF8PuSyvDkoooMHBK1atXZ8aMGYXeW7hwoefvO+64gzvuuONiZ+uCqdm5My2HDPG8jmrZkqiWLUnbt0+BgZMMGWvCaoXfFhsc2W9QvyUMGmUmKMw9zOCfUo9PMJt0CBZ/cuLzWo257AIDAG3GNsdsNXFgcQKZ+xOJaBlGq1GxJT4t4HTp85Ly2DvvxBWaI8fJ3nkHCKjmT+tR7qu4Tq+3Zf2EzSSuPILJYqLq1VVoNaoZ3kHlvxfP2IeP4WWBxT8Fsj8+kBZN8xj10DHCQove5a8c4aB2jXx+XRdATo6Z0BAn13bN5IE7k6kU6L7AO3LMfdh3uUx8vfBEr4y2rXIuz8AAYH9iJNjtWG68FUvd+rjWrcHx1GNFGvwe4eFYbr0dAMc7bxT52Ni9C1NYGObb74D8fJyLvsX+3GiMPbsvYCnKXvCrQ8icMIf8n//CYU/Aq1MMlcbejMm75Ps1+b9sxb5ul+e1fcMe7Bv24NWuAVxRD79br8S2aAO2hevBYsarVV387/sP3u0uvxn2Q14dTMaEueT9vBXsDnw6NSJo7E2eyQiLY/tlO/kn1V/+hr2wYS8+7erDFfXwv7UjuYs2krtww/H6q0Ol+3q4P7/M3P4bvNkaeke7ew38eBge2uDuPXCuqh2fgsbPCg+etMnN3Hv5BAYABo71xmq1s26xgw37ndRraab/KK/j1y1F7VzvZNW8E+eYA9sNDmx3ElHNRJvu0O9JLyxW2LTcyaq5DgJDTHTqY+G2J8r/Obc4j41JwWo1WPp9APEHvIhtYePhJ1MJDSt+4zt21L1PH0608vmsE0OFGsa4ewnUqGknI93Cd9/44OVl0PnfOQx/JJUatS6z7ipS7pgMw7iMRlKVH+NMl1+D8GJ6zjDYSPkdf1rWWrGVcYwu62yUW88xESNF+/D5MIUZ5AaqDs+VX5bBv1hS1tkot36hB134vqyzUa4t51pMX5w+nRTPuA3W0Or0CaVYHdhIhvPyeTxxWQiy2E6fqBxYUc7aVP++hJvel1+fHxERERERERE5YwoMiIiIiIiIiFRgCgyIiIiIiIiIVGCafFBERERERETKHT2usPSox4CIiIiIiIhIBabAgIiIiIiIiEgFpqEEIiIiIiIiUu6oMVt61GNAREREREREpAJTYEBERERERESkAlPvCxERERERESl39FSC0qMeAyIiIiIiIiIVmAIDIiIiIiIiIhWYAgMiIiIiIiIiFZjmGBAREREREZFyR43Z0qMeAyIiIiIiIiIVmAIDIiIiIiIiIhWYel+IiIiIiIhIuaPHFZYe9RgQERERERERqcAUGBARERERERGpwDSUQERERERERModNWZLj3oMiIiIiIiIiFRgCgyIiIiIiIiIVGAKDIiIiIiIiIhUYBqWISIiIiIiIuWOHldYetRjQERERERERKQCU2BAREREREREpALTUAIREREREREpdzSUoPSox4CIiIiIiIhIBabAgIiIiIiIiEgFpsCAiIiIiIiISAWmOQZERERERESk3FFjtvSox4CIiIiIiIhIBabAgIiIiIiIiEgFpt4XIiIiIiIiUu54qTVbatRjQERERERERKQCU2BAREREREREpAJT5wsREREREREpd6xqzZYa9RgQERERERERqcAUGBARERERERGpwEyGYRhlnQkRERERERGRs5HhZyrrLJyVoNxLt+mtURllZCNNyjoL5VortjLOVL4OBJeS5wyD7+he1tkot3qzlAd5rayzUa69zaPMpVdZZ6PcupFFhOQfLutslFtp3lGwS+eQ81LfIBX/ss5FuRVKDu8zuKyzUW7dzSc8y9iyzka5Np4JZZ2FUuFlKescXD40lEBERERERESkAlNgQERERERERKQC01ACERERERERKXf0uMLSox4DIiIiIiIiIhWYAgMiIiIiIiIiFZgCAyIiIiIiIiIVmEZliIiIiIiISLnjpdZsqVGPAREREREREZEKTIEBERERERERkQpMnS9ERERERESk/LGUdQYuH+oxICIiIiIiIlKBKTAgIiIiIiIiUoFpKIGIiIiIiIiUP2rNlhr1GBARERERERGpwBQYEBEREREREanAFBgQERERERERqcA0KkNERERERETKn8u4Nfv5558zf/58rFYrEyZMoFatWp7PHnnkEZKSkgCIi4vj888/JyYmhpYtW9KsWTMABg8eTI8ePc74+y7jqhQREREREREpX9LS0vj666/5/PPP2bp1K1OmTOGtt97yfP76668DkJKSwqBBg4iJiQGgevXqzJo165y+U4EBERERERERkQssIyODjIyMIu8HBQURFBTkef3nn3/Svn17LBYLzZo1Y9++fcWu7/vvv+faa6/1vE5MTGTgwIFUqVKFsWPHEhYWdsZ5U2BAREREREREyp9y1pr9+OOPmTZtWpH3hw8fzogRIzyvMzIyCgUKDMModn3fffcdL774ouf10qVLCQ0NZdGiRUycOJFJkyadcd7KWVWKiIiIiIiIlD933HEHffv2LfL+yUGAgtc7duzwvDabiz4zIDExEZvNRp06dTzvhYaGAtCzZ0+mT59+VnlTYEBERERERETkAvvnkIGStGjRgnfeeQen08n27dsLTTxYYOHChfTu3dvzOicnBx8fHywWC3/88QfVqlU7q7wpMCAiIiIiIiJyiQgJCaFPnz4MGDDA81SClStXkpWVRa9evQBYvHgx7777rmeZPXv28Mwzz+Dv74/FYmH8+PFn9Z0KDIiIiIiIiEj5YynrDFw4/fv3p3///p7X/+w1MHfu3EKvY2NjmTdv3jl/X9HBCiIiIiIiIiJSYSgwICIiIiIiIlKBaSiBiIiIiIiIlD9qzZYa9RgQERERERERqcAUGBARERERERGpwNT5QkRERERERMoftWZLjXoMiIiIiIiIiFRgCgyIiIiIiIiIVGAKDIiIiIiIiIhUYBqVISIiIiIiIuWPpawzcPlQjwERERERERGRCkyBAREREREREZEKTEMJKph8m8HsSQa/LTLIzYY6TWDQGDMNWpiKTf/e0y7+3mCQlAhe3lC/OQx40kyNBsWnr8jajxxJqzvvJLJpU8wWCyuef56fx40r62yVObvN4NtJaWxalENetkH1Jl78d0wItVr4FJv+55mZrPs6m8O77Bgu+M/wIK4dEez5fNOiHH6Ylk5qohMMCK1mofPtgXQaUOliFemiyE/NY8dLq0lasR+X3UVomygaju1EQN2Q814mZ386a/vMwZnjIDAmnA7f3FxkXRuHfUfyqngA2s+/iUqNI0qzeBeV3eZi8aRkNi/KwpZtUK2JD73GhFOzhW+x6VfNTGP915kc2ZWP4YJuw0PpPiLM8/mmhZms/b8Mju3JJz/XIKyGlc5DQrji5qCLVaQyYUpLp9IrU/H5+TdMDgf5rZuTOWoEzjo1i0+fmUWll97A68+tWI4l4fL3x962JZmPP4ArqrInnXXHbgLfeA+vDZsxOZ04q1cl45lHsbdufrGKdkHZ8k1M+jCCRb9UIjvXTJN6NsbcdYwWMXnFph/1WhVWbwogNd1MgL9BbP08HhuSRJN6Nk+ahKNWXv1fBKs3BpCTZyI60sFjQ5K4plPWxSrWRWWzwdRJISxb5E9OtomGTeyMHJNGbIv8YtO/9HQomzf4cCTRgpe3QdPm+Yx4Mo26DRwA5OfDtEkh/LzUj5QkC8EhLtp1zmPk6DSCQ1wXs2gXhMPm4udJB9i+KBl7tpPKTQLoMqYW0S0Czyn9e103kpFQtK6rt6tEv1lNAHA5DX7/4BBxc46RkZiPT6CFel1CufbluheuoKXEaXOyadJmDi6Kx5FtJ6RJKK3GNCe8Rfg5pz+4OJ4t07aStT8L38q+1O9fj8Z3N/J8/kWjOUXWW39APdo82wqAuNe3cGhFItnx2QCExITQ7JFYIq8ov+fiC0at2VKjHgPnYO7cuaxbt66ss3FOPplg8MOnBsER0La7iZ2b4KWhLjJSjGLT//SVgV8gdOptwi8ANq2El4e5yLcVn74ii27ThtyUFDIOHizrrFxS5k9IZdWnWQRGWGjW3Y/9m/KZPvQYWSnOYtPH/5WPf4iZkOjiB42lHHIQWtXKFTf4U7+9D0d2Ofh6fBo71xR/kV1e/fX4Mg4v2ElA3RDCOlQjeVU8G+/6Dld+8fV2pssYThdbnvgJV37JF78HP91CyppDpVqesrRwQjK/fZpBYISVJt0DOLApj4+GHiK7hG0w4S8bfiFmgqOLv9rYuSqXlIN2GnT2p1YbX47stPP12GNs+yn7QhajzAWPfhG/hUtw1KlJfvvW+Py6jtD7ngC7vdj0poxMfBctwxUVSW7v7pgw8P1hOSEjn/aksew7SOjg4fj8sgZ7s8bkXn8NrtBgzEeOXaxiXXAT3ovk04WhRIQ46d4hi03bfRn6dDVS0ou/BDt01It2sTnc9J8MQio5WbUhgAdfqOr5PCXdTP/Ha7BoZRB1quXTt3sGNaPtxB/2ulhFuujemBDKnE8rERbh5KruuWzZ5M1DQyNJSym+Dhd8FUhAoIsevXMICDD4baUfI4dFYjseW/l4RhBfzqpEdpaZLtfkYACL5gXw5sshF61MF9LyCfvZ+OkRAiK8qN89jEObsvhq6DZyUorfV0+XPvbGSFoPjvL8VIr2BiC05ong6rJx+/jltXjsuS6aXB9B7c7BpMWXj/Pyxgl/suvT3fhG+FCtezWSNyWzYugv2FJs55Q+aWMyqx9ZQ86hHGr2roHhMNj8ahy7Pt9TaD1+VfxoMLi+56dy+0jPZ/u+PYDhgurXVMe/qj/H/khi5T2ryD2Se+EqQio8xVjOwY033ljWWTgn6ckGy+camMzw9EwzweEmzBYXqxYY/DDb4JYRRXsBjPvMTKPW7vePxhs81M1FyhFI2AV1ml7sElza5g8eDMBt8+YRUrt22WbmEpGZ7GTd3GxMZrh/ZiSVwi2YLbB+QQ6rZmcV6glQYMBkd8T9oweSSE0oegLselcQXe868Xry9YdJ3GEnJd5xwcpxsWVuSyJ5VTxeIT60mXUDZm8Lf9z+DWnrD3N44S6q3tjonJfZ++4Gsv5OoebQ5ux/f1OR9WTvTmXn5LXUub81e6b+caGLesFlJTtYPzcDkxnumhlNYLgVswU2Lcjit9nphXoCFLhtchUAZj2QSFpC0e2q44Ag+o6PxOrtPja+NyiBvevy2Lk6l8ZdAy5sgcqIdftOfH5dhys4iNSZb4GXF6F3DMd7Qxy+3y0lr0/PIssYwUEkz/kQZwP3HcO83hsJu/NhvLb+jSk9AyM4iIAZH2POziHr/iFkPzD0YhfrgktOszB3STBms8HMl+IJD3FiscCC5UHMXhjKiAHJRZaZNTHe8/dfu3y4cWQtDidbsTvAywqfLAjlSLIXfbulM/HRIxezOGUiJdnMt3MDMJsNps48Rli4C4sFvl8QwFezA7l7REaRZd777AjNW7vvcB+Kt3Bjt6ocO2Jl7y4vYpraSTjgvvy94ZYsHhqVzlefBjLlhVASE8r/LGbZyXbi5h7DZIZbZjYmINwLswW2Lkhm4+wjdBpR/azTXzn8xDI5KXY2f+He7loPigIgdX8ef355FL9QK3csaIZ/WPkJUuUl57F37l5MZvj3zKvwDffFZDGxf8EBds7eReyIpmedfvv7f4MBTUc0IebOhhz57QgrhvzCtve2U7/fiR4UgbUCaD22ZbH56vhqOyJau3sH2LMdLOj8LY5sB8l/plD9P9UuWH1IxVZhegysXbuWO++8kwcffJCePXuydOlShg8fznXXXcePP/7IwoULGTJkCDfddBOvv/46AA6Hg0ceeYRBgwbx+uuvc9111wEwdepUvv/+ewA++ugjbr31VgYOHMiSJUvKrHxnIn4nOO0QEQ3B4e4L2rqx7s/2byu+B0BBUADAcTzQbDJDSGSxyUUKObzTjtMOodEWKoW7L7hqxLrvNBzaVvydizOxf7ONeS+m8sG9x0jcYadKPSux3fxKJc+XgsytSQAENgzH7O2ut0qx7p0uc1vSOS+Tvvkoe9/dSIMnOxQ7JMFld/LXk8upFBNGnftblV6BytCR49tgSLSVwHB3Y6B6rHsYS+K24u8GnU71Zr6eoACA0+4+fgZXKf+NipJYt+0EwNGwLni5L/rtTWLcn/29q9hljMAAT1AAwGR3B1lclQIx/N37q/faDQB4bdlOZOfrifh3Xyq99Abklo87jaezc783doe7q394iLuHSmwDd9m27Sl+OBXAp9+G8PzblXl0UjQAQ/um4nX8Vs6aTf4AHE2x0mlAXdr3q8fjk6NK7IFQ3u3d6YXDbqJKtJOwcHdPp8ax7kb/zm3FN0ALggIADrt7XzWbDSIi3f+Dvv2y8A9wseCrQJ57PIyZ04Pw9XMxYFjmhSzKRZG8MweX3aBStA8B4e76qRLrHhJwbFvOeaf/87OjOGwGNTsEERnj3hYPrMkAA/xCrcy5cztvtPydWTdu4cDaokGbS036zgxcdgP/aH98w909IMJiQwFI25Z+TulTt6UVej801h2AzknIIT/jxLaZ8mcKc1rM45vOC1nzxDpyj564GVIQFADAMHAdP8/4RV0+1zpy6alQPQays7P54IMP2LBhA08++STff/89ycnJPPHEE7z33ntcd911GIZB//79OXr0KBs2bCAyMpLXX3+dP/74g2XLlhVa399//82qVav47LPPsFgsOJ0ld/G9FKQnuw8qvifd0PJ1H9NJK76t4ZGXbfDuGPcJ+bqhJkIra44BOb2sZPc24x1w4oLV29+97WQknfv+cmSXg19mucfSmswQ8y9ffALK70Vx+uajHP52p+e1V6j7xG8JOHGItvi5/85PKr4bYX5y7imXceba+euJnwi7sho1BjTl0Ny/i6xjz7T1ZO9Jo/03N2GylN/6PFlWsrsxWngbdP+deR7bYIFf/pfGgY02wmt50b5/0R4w5ZU1bhu+i5Z6Xhsh7rIVNOgBDD/3RbElKeW06zMnpbgb/EDWQ3d5ggvmVPeFtNemLeT952p8flmH/2fzMCwWskaNKJWylKXkNPc+GOB7YuiO//G/k1JLDiT98Gsg6+LcJ+ioCDutG5/Y71Mz3Mv98Zcfva/OZOM2P75dEUROnpl3nrl8hgAVSEl276/+ASfq0NfffT2TnHTqYFxOtokXxrgbZf2HZhJR2b2OOvXttO+cx/If/PnhW/dFUZv2edRtcO4B60tFTjHHPK/jx7zspKLzBJxNeqfdxabP3L0F2twR5Xk/N9Vdbyl78qjRPojaVwaza1kq8+77mzsXN6dSVMlBsLJmS3YHiK0nnzv93X/nJhUNUJ5J+rzjv63H37f6ndhO847l4R3kjW+kL5XbRWL1t3JoRSL7Fxwg62AW3T/vWuj7XA4X68b8gcvuosa11QlvXrSXW4VXoVqzF9blceV3hpo0aYLZbCYqKor69evj7e1NdHQ06enprFmzhsGDBzNo0CAOHjzI0aNHOXDgALGx7lvqzZo1K7K+3bt306ZNGywW9w5f8PtSVdBLIO+kYbAFf4ecYi6TjBSDF+5wsXMjdL3VxO1PKCggZyYw3H2Iyc8+cUFny3Zf0AVFnPv+0u7GAF7dVp0xP0ZRrbEXP8/MYvmH5fdOT/auVA5+ssXz41vF3SBwZp/oxu7McV94eUcUf7fAO9zvlMtkxB0jZ186jgwbm+5dzIGP4wDIjc9k072LATj87S6slbzZMWG15z2Av1/8lZTfTnRvLk8KegkU3gbdf1c6j20QYOm0FBZNTCashpW7ZkbjG3j5nFKtu/cR8Okcz4+zsvskYco50UA15br/dkac+kLVcvAQoYOHY90fT9bwYeT26+v5zBUWAkD23QPJfP5JMp98EACf5b+WZnHKTHiIe3/MzjuxbWTnuv+OCC05MDVrYjyb5+3k7acTOJpiZeTLVYk/4t6WQ4Pdy93UI4OXHz7CpMcSAVj5hz+OS/v+xDkp6CWQk32iDnOz3dch4RElFzgtxczwOyKJ2+jDf2/NYvgTJ+7+vvJcGMt/8Oem2zNZ8Wc8DzyWxvq1vjz9cPGTzZUn/sUc8+zZ7noKiPA+r/Tbv0sm+5idkFo+1P13yIl1HB864B1o4ZaPYujzTkPC6/thz3G5exNcwnzC3UELx0nnzoK//SKKTlB7Jul9j/925DgK/QbwjXR/dsMvven4WnvavtiGLp9cDUDyxpRCvQYcuQ5WPbCa+B8TiP53FO0ntz2fooqcVoWKsZhMpmL/NgyDN998k1mzZhEYGEi/fv0wDINatWqxfv16brjhBuLi4oqsr379+nz99de4XC7MZrPn96WqWn2weEFSIqQlGYREmNh9vFi1YkzkZBqkHgUvH6hc3V0/xxIMXrrTReI++O89Jvo/dumWTy49UfW9sHhBaqKTzCQnlSIsHIxz34GoGuNFbqaLjKNOvHxMhFU/s8NRXpYL30AzZrOJyFpeVI/1Jv4vO8f2ld87PVVvbFRo3oCM48MCMv9OxpXvxOxtISPOPRlbpRj3hWt+Si721Dwsgd74Vgkg8PhTA0paxjg+Wih909FC3+3MyidpxYHjrwxsR7KxHSk8iV7aH4fJSyyfE+tVPr4NpiU6yExyUCnCSnyc+45PVIwPeZlOzzYYWv3MxsW6XAYLxiex9rMMqjbxZsh70VSKvLxOp3l9ehaaN8C6bYf799+73VO6e3vjtWU7AI6G9QAwpaZhTk3HCPDHVcU9jMW6fSch9z2JOTWNjKcfIfe2PoW+x9GgLpajJ3VZO76hntwzoTyrXzMfL6tB4jErSakWIkKdxO10Nwxi6tjIzDZzNMWCj7dB9SoO8mwmvKwGFgv4eBtcdUUO/r4usnIsxB/2onoVB43q2Ni47aT6Mdznax9vg8uko08htevbsXoZHEm0kJxkJjzCxdY4d4O1QYydrEwTSUctePsYVK3ubtAmJlgYeWckB/Z5MfieDB54rHCX8L273Pt641g7vr7upxYA7NtdfsbGlyS8vj9mLxOZiTayk+wERHhxOM59/I6M8ceW6SDrqB2rj5ng6j6nTX+yDZ8cn1tgcBQm84nr6MhG7nQnXVpjHN+Xvfwv8Ztm9YMwe5nIScwhLykP3whfUuLcvaBCYoLJz7STdzQXi4+FgOoBp01f8DvnUA4pm1Oo3C6SlLhUAPyr+uMd5E3ukVy8gryw+hU9b5gs7kq0peXzy32rSN6YQu0+tWg7oQ1m62W4g8sl5fK6kjkPvXv3ZsCAAdSvXx9/f/cBrlu3bnz//fcMGjSI2NhYvLwKnzAaNmzIlVdeyW233Yavry+DBw+mR48eZZH9MxISYeLqviZ++tLgxSEuajQwsWaxga8/XDPQxLolBtPHGNSKgVe+cR/In+3nIvUoRFSF/Dz4eII7otzpehP1m6vnwMlaDRtGzc6diW7dGoCYPn0IqV2b7fPn8/c335Rx7spGpQgLbfsGsObLbN4dcpSoBl78uTgXH38TnQcGErckl8/HpFA1xovHv3F3S1zzVRZ719uI3+q+UNuyNJfUBAex3f1o1t2f1286Qlh1K+HVLaQfcbL1Z3eXvUadi3/0XHkU1CSCsE7VSfk1nvWDFuAV6kv6xiP4RAcSdX0DAA7O/ou909YT2a02Ld655rTLmL0tdP/7Xs93HJr7N1vHrCj0uMLOPw0olI+ljWYA5ftxhZUirLTuW4nfv8zkwyGHqNLAh7jFWXj7m+g4MJi/lmQzZ8wxomO8eeibGgD8/lUG+9bnkXB8G9y6NJvUBAdNugfQtHsAS95MYe1n7gkNqzb2YcV7aQCE1/LiyoGXz3CCkzkaN8TW8Qp8fvuD0KEjMUKD8d60BWdUZfJ6dwfA/7N5BL47k7wunUl/awKmtHRCh47EnJWNvX4dLPsOEvjKVABy+/fFWbM62Xf2x+fXdQR8MBvL/oP4rHI/8Sfvv9eWWVlLU0Sok77d0vnyhxCGjK1Og1o2Fv9SCX8/FwOvT2PJ6kDGvBFFTJ08vpl2gD//9uWxydG0jc0hKNDF+r/8yMqxEBbsoGl9d0BrSJ9U5vwQzNdLgsjLN7Fpm/vY16drRqGG2eUiPMJF777ZfPNlICOGVKZuAzvLFvvh7+/i5oFZrFjix4tjwmkQk8+sb9wN13v6VebYUStRVR3Y8ky8PiEEgP9cn0PT5vk0b21jz04v3p4SzJY/vfl9tbsOm7c5t3lHLiUBEV7E9o1g85fH+HLINiIa+PH34hS8/M20GliFnUtS+X7MHiJj/Lnjm2anTV8g/o8MjvyVjU8lC7F9C080Fd0ikOrtKhG/LpM5w7bjHWAhZXcegVW8qNnh0n6Mq2+EL7X71mbPl3tZPmQlwQ2COLg4Hqu/lfoD65OwJIF1Y/4gJCaYa77pcdr0ADF3NeLQ8kT+ensr6TszOLLavV0WPK7w8K9H2PTKZiq3j8Q7yJtDK9y9fqp0rOyZt+CX+34leWMK3sFeeFXyYtMrmwGI/lcU0VdF/bMYFdulHXsqVypMYKB9+/a0b98egOrVqzNjxgzPZwsXLgTgnnvuKbLcpEmT8PLyYs2aNSQmunfcESNOjHscNmwYw4YNu5BZL1VDxpqwWuG3xQZH9hvUbwmDRpkJCjMBRScgTD1+czHpECz+5MTntRqjwMA/1OzcmZZDhnheR7VsSVTLlqTt21dhAwMAfcaGYLGa2LQ4h6T9udRq6c0No0IIDCv+SL53vY3f552Y8OjQdjuHttsJrWalWXdo0NGHbSvz2LU2D29/MzVivel0eyBtrr+8ZoOPfbUrOyasJunnA7jsLsI6VafR2Cs9EwuW1jIVwfVjI7BYTcQtziJ5fzY1WvrQa1REidvgvvV5bJh3YmhK4vZ8ErfnE1rNStPuAWQccd+VNFzwx9cn0tVp53vZBgYA0l95hkoTp+LzyxpMO+zYOl5B5uiHwLto92QAU3YO5iz3nUevXXvx2rXX85mta2ecNatjb9ea9JfGEvDeLPy+XYIzujKZj91PzqBbLkqZLoax9x7DaoXFvwSy/1AgLRvlMequY4QFF+0GXzncQZ1q+azeGEB2rpnQYCfXds7kwf7JVDo+xr5ONTvTn0vgtY8jWLiiEpGhTu69NZkH+59+rofy6pGxaVitBssW+xO/34/Ylvk8NCqN0LDiH7t67Kj78vbwIStffFLJ836Dxvk0bZ7PiCfd61u13I/v5gYQHOKiV59sHnwi7WIU54LrMrY2ZquJvxensGt/HlVbBvLvUTVLfFrAmaRf/8lhAJrdEol3QNFj5/WvN+CnCfvYuzIdswXqXB3Cv0fVxDfo0m9qtBrbErPVzMHFB0nYn0V4yzBajmqBb1jxcyOcLn1kmwg6vtaev6Zt5cB3B/CN8KX5Y7HU6++ejDU0NpTIKyJI2pBMflo+vpV9aTCoPk2HN/F8R8GQgvx0OztnnZjg1TvIS4EBuWBMRkFfHynWfffdR2ZmJg6HgwkTJlC/fv1SWe9Gmpw+kZSoFVsZdzneGrlInjMMvqN7WWej3OrNUh7ktbLORrn2No8yl15lnY1y60YWEZJ/uKyzUW6leUfBLp1Dzkt9g1T8T59OihVKDu8zuKyzUW7dzSc8y9iyzka5Np4JZZ2F0tG5nB3LV126Te9LP4xXxqZPn17WWRAREREREZF/Umu21GgWCxEREREREZEKTIEBERERERERkQpMgQERERERERGRCkyjMkRERERERKT8UWu21KjHgIiIiIiIiEgFpsCAiIiIiIiISAWmzhciIiIiIiJS/qg1W2rUY0BERERERESkAlNgQERERERERKQCU2BAREREREREpALTqAwREREREREpfyxlnYHLh3oMiIiIiIiIiFRgCgyIiIiIiIiIVGAaSiAiIiIiIiLlj1qzpUY9BkREREREREQqMAUGRERERERERCowdb4QERERERGR8ket2VKjHgMiIiIiIiIiFZgCAyIiIiIiIiIVmAIDIiIiIiIiIhWYRmWIiIiIiIhI+WMp6wxcPtRjQERERERERKQCU2BAREREREREpALTUAIREREREREpf9SaLTXqMSAiIiIiIiJSgSkwICIiIiIiIlKBKTAgIiIiIiIiUoFpVIaIiIiIiIiUP2rNlhr1GBARERERERGpwBQYEBEREREREanA1PlCREREREREyh9LWWfg8qEeAyIiIiIiIiIVmAIDIiIiIiIiIhWYhhKIiIiIiIhI+aPWbKlRjwERERERERGRCkyBAREREREREZEKTIEBERERERERkQrMZBiGUdaZEBERERERETkr95vKOgdn591Lt+mt6RrKyDhGl3UWyrXnmMh3dC/rbJRbvVnKOFM5O5BeQp4zDF7k8bLORrn2NK/yLGPLOhvl1ngmsIZWZZ2NcqsDG5nO0LLORrl2H//jESaWdTbKrdcZzVieLetslFsTGK9r6fP0nPZf+QcNJRARERERERGpwNRjQERERERERMoftWZLjXoMiIiIiIiIiFRgCgyIiIiIiIiIVGAKDIiIiIiIiIhUYBqVISIiIiIiIuWPpawzcPlQjwERERERERGRCkyBAREREREREZEKTEMJREREREREpPxRa7bUqMeAiIiIiIiISAWmwICIiIiIiIhIBabOFyIiIiIiIlL+qDVbatRjQERERERERKQCU2BAREREREREpAJTYEBERERERESkAtOoDBERERERESl/LGWdgcuHegyIiIiIiIiIVGAKDIiIiIiIiIhUYBpKICIiIiIiIuWPWrOlRj0GRERERERERCowBQZEREREREREKjAFBkREREREREQqMI3KEBERERERkfJHrdlSox4DIiIiIiIiIhWYAgMiIiIiIiIiFZg6X4iIiIiIiEj5o9ZsqVGPAREREREREZEKTIEBERERERERkQpMnS9ERERERESk/LGUdQYuH+oxICIiIiIiIlKBKTAgIiIiIiIiUoEpMCAiIiIiIiJSgWmOARERERERESl/1JotNeoxICIiIiIiIlKBKTAgIiIiIiIiUoGp84WIiIiIiIiUP2rNlhr1GBARERERERGpwBRjucw4bU42TtrC/kXxOLIdhDYJofWYZkS0CDun9Knb09nwchzJm1Nx5DgIqObPf3+6ptA6XE6DbR/sYPec/eQk5uAV6EW1LlF0eLnNBS/vxWC3GXw7KY1Ni3LIyzao3sSL/44JoVYLn2LT/zwzk3VfZ3N4lx3DBf8ZHsS1I4I9n29alMMP09JJTXSCAaHVLHS+PZBOAypdrCJdktqPHEmrO+8ksmlTzBYLK55/np/HjSvrbF10TpuT9ZO2sm/RIRzZDsKaBNNmTFMiW4SeU/q9CxPY8X/7SN+ThSPXQWCNAJoMqUv9m2sCkBWfw/pJW0nekkbuMRs+Id5U+3dlWj/eGJ9g74tW7nPltDnZNGkzBxfF48i2E9IklFZjmhPeIvyc0x9cHM+WaVvJ2p+Fb2Vf6vevR+O7GwGwZepf/DVtW7Hrvm5ZTwKqB5Adn82mVzZz7I8k7Fl2/KP8qP3fWjR5sDEmk6n0K+ECy7cZfDHJztpFDvKyoVYTM7eP8aJeC0ux6X+YaWfl1w4SdhkYLugz3ErfESe2JXu+e33rlzrJSDIIDDER29lM/9HeBIaUv/r5J4fNxS+T9vH3oiTys11UbhLA1WNqE92i+GP8maTPSMjjl1f3c2B1OvYcJ5Wifej8WC0aXOPebvesSGHt2/Ek78rBy89Cw17h/OuJ2lh9yu/9n/zUPLa+tI6jKw5i2F2EtqlCk7HtCawbfM7L7PtkKwkLdpNzIAOX3UVAnWAaPNiSKt3cx8Oc+ExWdJtTZL0xT15B3WHNLkxBS4kt1cafL20kccUhXHYXEW0iaTm2FZXqBp3XMrtm72Tn//4m93Au/tUCiLmvMbX71gEgY3cGv49eS9beTJx5TnwjfanarRrNnmiBxcd9fPh91FqOrD5CfqoNa4CV0NgwYh9rTmiT4s9pl4KyuJb+v0bziqy3wYC6tH22RekXUKQE5feMcYm57rrryjoLAKyfsJkdn+7BN8KX6t2rkrQphZ+G/kpeiu2c0mcfyiEvKY/QJiWfiP8Yt4k/X9uKI9dB7etrEN25ClnxORekfGVh/oRUVn2aRWCEhWbd/di/KZ/pQ4+RleIsNn38X/n4h5gJiS7+ojnlkIPQqlauuMGf+u19OLLLwdfj09i5Ju9CFuOSF92mDbkpKWQcPFjWWSlTv0/4i78/3YdfhA81ukdxbFMqy4auKXEfPl36Q6uOknkwh6qdI6ncJoz0nZn8NvZPDv50GICshBzifzpMcN1A6lxXDXuWnV1fHmDNM5svWpnPx8YJf7Lr0934RvhQrXs1kjcls2LoL9hKqK/TpU/amMzqR9aQcyiHmr1rYDgMNr8ax67P9wAQ3iKcBoPre36iOlcBwCvQik+YO1i4dszvxP+YgDXASvUe1cg9ksuWqVvZO3f/RaiR0vd/E+ws/dRBcISJ1t0t7N7kYtJQG5kpRrHp9/3lIjDERHh08Y38hTPsLJnlIC/LoO01FgwMVs1z8n8v51/IYlw0KybsZdOnh/GP8KZ+9zASN2Uyd+hWclPs55Q+N8XOF/23sGNRMqF1/GjStzIhNX1Jj3efMw5tzGTBA9s5tj2bBteEE1TNh02zDvPzS3svWpkvhE2Pr+TQgt0E1g0mvEM0SasS+P2uH3HlF3/uPZNlDi/Zjz3dRuWuNanUMJSMv5LZ8NBPpG9NLrSewHrB1B7cxPMT3DTigpa1NKx7fA0HFuynUt0gKneowpFVh/nlrp9PWV+nW+bgdwfYNH4DjmwHNa6riS3Vxh+j13H4l0QA8lNtmC0mql9bg+o9a2BLsbFr1k62zzgRPM0+lE1ku0hq31QH7xAfjqw6zG8PrrqwlXGeyuJaGsCvii+NBtfz/FRpf+lvd3J5UY+By0heso09c/djMkO3mZ3xDffBZDGxb8FBdszeQ/MRjc86ffWu0VTvGs3BpYc49kdyke/M3J/Fri/34RPqTa8F3fANK/4uenmVmexk3dxsTGa4f2YklcItmC2wfkEOq2ZnFeoJUGDAZPcdnI8eSCI1IbfI513vCqLrXSdeT77+MIk77KTEOy5YOcqD+YMHA3DbvHmE1K5dtpkpI7nJNnbPPYDJDN1ndsTv+D65d0ECf8/eR4sRjc46fcyAOnQY3wKLtzsO/OOg1RxZl0zi6iRqdI0iqHYA//2hK4HV/AGo0jac1WM2kbjq2EUv/9nKS85j79y9mMzw75lX4Rvui8liYv+CA+ycvYvYEU3POv329/8GA5qOaELMnQ058tsRVgz5hW3vbad+v7pEXxVF9FVRnnX+OuI3AOrcXAerv/uUmnUgG4DWY1tQtUtVfn3oN+J/SCAnIfsi1UzpyUg2WDnXgckMo2b6EhRuwmKxsXqBk6Wz7YV6AhS4d7L7PPDmAzaSEoo2So4ecAcUrrrFSv9R3iz51M6nL9hJSig+0FCe5CTn89fco5jMcPPMJviHe2OymNi+4BibZifScUTNs06/8ZNEso7k06RvJNdMbFDkO3f9mIzhhEb/jeCalxuQl+Hg3bbr2PL1UToMr0FA5KXf8+efMrYlk7QqAa8QHzrM6onZ28Jvty8idf0RDi3cQ/Ubi9bDmSzT6LE2hDSPxGQ2YThd/HzNXHIOZpK8NpHgJid6DQU3j6TJ2PYXs8jnJW1bKkdWHcY7xJt/z+qC2dvC8tuXkbw+iQMLD1D7xjrntMz299wN/FbPt6H6NTXY+9Ue1j/9O9vf20bUv6KJuCKSLp9396xzU/AGds3aSXZ8lue9f8/q6vk79a8Ult24hJzDubjsLsxel979ybK4li5QqVYgbcY2v9BFvPwUfx/usvD5558zf/58rFYrEyZMoFatWp7PRo8ezY4dOwgICKBOnTqMHz/+tMucToUJDBw8eJAnnngCLy8vfH19CQ8Px9fXl4MHD5Kfn8+bb75JWFgY3333HbNnz8blcnHTTTdxyy23kJCQwPPPP4/NZiMkJITJkydjtVp58sknOXr0KK1bty7r4gGQvjMDl90goJo/vuHuC7Ow2BD2LThI2rb0805fnCNrjoEBPqHeLL/zVzL2ZRFctxKtRsVSpX1k6RWujBzeacdph7BqFiqFu488NWK9Wb8gh0Pbir/7cyb2b7axYUEOyQcdJO6wU6WeldhufqWVbSmn0ndmHt8n/fA7vk+Gx4awd0ECKcXuw6dPH94spNAyLrsLgIAqvgD4Vym83TmPf+4f5Vt6BbtACh/D3PkNiw1l/4IDZ3DMKz596rY0z/sAobHurqA5CTnkZ+TjHXSikZUdn03CskOYLCYaDKzveb/R0Ib8+cqfbJjwJ/u/PUjiikT8q/lTu2/tUq+DCy1hpwunHSKqmQgKd/cAqBNrZvUCJwe2nVtDvks/KxuWOVn5lYP0YwZb1zjx9oNew7xKM+tlInlnLi67QVA1H/zD3dtKldgAti84xrFtRXvSnUn6A2vc22bW0XxmdPodl8Og9r9C+PdTdfAL8/IMF0jdm4cty8GROHejzGU3SN6VWy4DA+lbUwCo1DAUs7f73BscG07q+iNkbEs552VCW1YutIzL7g5c+VUJKPT+4R/2kfjdXrzDfanSrSYNH2mNV+ClW49pW1MBCG4Y4il7aGwYyeuTSNuWChQTGDjNMi5HLTJ2pnveBwht5j4uph8/TgLkp9nY+vZf5Kflk/BjPF5BXtTrX5+T7fp0Jxm70jn621EAGg5tdEkGBaBsrqULJP+ZwhctFuBVyUpUx8q0eiIWv8qX/rlYLoy0tDS+/vprPv/8c7Zu3cqUKVN46623CqUZN24czZo1O6tlTqXCBAbWrl3LNddcw9ChQ3G5XDz11FPUrFmT559/nnnz5vHxxx8zdOhQPvvsM2bNmoXJZGLgwIH07NmTyZMn89hjjxETE8OsWbOYN28eYWFhhISEMGXKFNatW8eyZcvKuojkJru7LFkDTvxbC+5g5SYV7aZ+tumLY0t1d/3M2JNFlfYRRF9Zmfhlifx83xquW9wd/6jy3djNSnY3krwDTpzAvP3dF8cZSSV3zzudI7sc/DLLffFmMkPMv3zxCbg0T5Jy8RTsk16F9kn3BVteUtEujGebfuv/dnNsYyqVagXQoH/RCHL6niw2vb4dkxlaP9HkPEpycdiKOYZZTnEMO5P0ecd/FxwLrX4nbkXkHcsrFBjY8ekuDKdB9f9UI7DGiYZFlY6VCW4YTNr2dLIPunsJRF8VhW9k+bvAS092N/59T2o3FRwD05POLTBQrb6Z2M4W/vjByW/fuo+jjdubqdag/M8vkJPsDhh7BZzYbryO75PZSUWHSpxJ+txUd5qEPzKJ6R3BoY2ZbP82CXuOixveiSH21ips/vwwiRszeafNusLrL+Y7L0Vpm49x6Ns9ntfeoe4GljXgRLDI4ufeJ21JRXviAeQn557VMtteXkfe4RxCW1Wmyn9OHA/9a1QipFVlTFYTR5YcYP+n28hPs9FqytXnWrxSl7I5mQPfnhia5OOpr5POBcfLnlfC9VxecdeAJy2Tn2rDcLr38RPHQ/dve6Ydp82JxceCPcvBrk92etYR0TYS/6r+hb4r/oeDJK1z90Lzi/IjovWl20W+LK6lAfwifancLgKrv4WEFYfZt+AgWQez+c/nl852J6UjIyODjIyMIu8HBQURFHRifo8///yT9u3bY7FYaNasGfv27SuyzPjx4/H19eXee++lc+fOZ7TMqVSYwECvXr149913eeKJJ2jQwN0FrUUL94QezZs3Z/ny5Rw4cID9+/czZMgQwP2PO3LkCLt372bChAkA2Gw2rr76ajIyMjzLF/wuawV3DB3ZJ7qkF/ztF1H0gvRs0xfHJ8x9kewVaKXLR50wW81813sp6bsyObzmGHX71DzNGi5tgeHuxnp+tsvzni3bfaIMijj3vkvtbgzgij7+JB90MOuRZH6emYV/iIUe95c8SZBc/gr2SXuhfdLdcPKNKDpM52zS/zntbzZP3UFgDX96zOyAd2Dhu7PJcWksu2ct+Rl2Or7UkupdqpRCiS4sn7M8hp1Jet8IX3IO5eDIcb9f8Bso1LC3ZzvYO2cfAA3vOHF3zOU0WHnXL+QezaPDq+2o2rUqax5fy+7P9uDlb6XFk+Wrm2jw8V4CeSeNgig4BgZHnFtDfuZz+fzxg5Nut1vpN8qLJZ84+HKKnbcfzuf5OeUveHIy/3D3fmXPPhE4Lvg7IKLoHeczSe8X6kXavjxib6pM1+fqcnhzJp/dEse+lam4HAZBVX24Y3Er/v4uiexj+VSJDWTlpP2kH8jDL6x89MLI2pXGvk+2el43e6kzAI7sEz3znMf3RZ+I4m84eIf7ndEyhtNF3LOriZ+zk+DYCK6Y0R2z1X2u96sWyL+X3uxJe6yXe46CI0v3Y7gMTOZLI3iVsSujUGP8ipfaAv84tuW468G3hOs53+KOhyct4x3q7hJvOA0cOQ58Qn08x0OvSl6eyQUDqgdw89+3YUvJI27yZvbN3cvvo9dx1f/+7Vnvv2d1xWlzcuSXw6we8Su/jfyVa3/oTUD1wj01LgVlcS0N0OeXaz2T02bsyWRhz6UkbUwh92ieeg2cTjlrzX788cdMmzatyPvDhw9nxIgRntcZGRmFAgWGUTgYP2rUKEJDQ0lOTmbIkCG0aNHitMucTjmrynNnNpt57LHHABg6dChhYWHExcXRpk0b4uLiqFOnDjVq1KBevXp89NFHmM1m7HY7Xl5e1KlTh4cffpi6desCkJ+fz4oVK1i3bh033HADmzdfGpN0BdWvhNnLRE5iDrlJefhF+JIc5+4qFhITTH6mndyjeVh8zARWDzht+jMR0uh4upNm2i7YBgvuepRnUfW9sHhBaqKTzCQnlSIsHIxz34GpGuNFbqaLjKNOvHxMhFU/s90pL8uFb6AZs9lEZC0vqsd6E/+XnWP7zn1oglwegj37ZC65STb8InxIiksDIKzQPmwhsLr/adMDGC6DdePj2PHZfsKaBNH1vfb4/ePO9aFfj/Hz8N8xnAZXv3UFNbpHUR4E1w/yHMPykvLwjfAlJc7dZbjgmJd3NBeLj4WA6gGnTV/wO+dQDimbU6jcLpKU48dE/6r+hXoL7J27D3umndCmoURecWLYlD09n9yj7rtE4S3D8QqwEto4hEM/JZKxJ/Oi1EtpqlrfjMULkhMN0pMMgiNM7I1zB0prxJjIyTRIO2rg5QOR1c+s11PCLvfytWPNePuaqNvcvVzibtepFisXwur7YfYykZloIzspn4AIb0/X/ogYf2yZDrKP5mPxMRNc3fe06QEiG/mTuLHotmPxMWOyuC/8fCpZaTkwGoCDa9JJP5CHl7+5xCchXGqq39ig0LwBBZMBZv6dgjPficXbQnpcEgCVYtzd2vNT8shPzcMa6IVvlQCCGoeddhmnzcGmR37myLIDRHSqSuupXQv1MMg7lI1PZf8i3dwvlYBAgdo31ik0b0Dq8WEBaX+necqe6jm2hQBgS7FhS7XhFWjFr4o/wY1DT7mM2WomqH4Q6X+nk7o5hYBqAZ7jZfDxddqz7HgdDzL7hPlSuVMV9s3dS9Y+9/bqzHNg9jJjspix+FioclUUVn8rjiw72fFZl2RgoCyupXOO5OId5OXpkXEyk+XS2vbk/N1xxx307du3yPsnN+gLXu/YscPz2mwufFwKDXXvw+Hh4cTGxrJ3797TLnM6FSYw8NNPP/F///d/AERGRmIymdizZw933nkndrudN998k9DQUG699VYGDRqE2WzG19eXGTNmMGrUKF544QVyctzj/e6//366devGDz/8wKBBgy6dHgMRvtTpW4vdX+7jpyGrCG4QxIHFCVj9rTQcWJf4JYdYM2YDITHB9Pqm62nTA6TvzmTr+zvIOeQuuy3Vxm+j1+MT6k3rUe5HsVRuF8HRdUksH7YarwArGbsz8aviS5UO5X+OgUoRFtr2DWDNl9m8O+QoUQ28+HNxLj7+JjoPDCRuSS6fj0mhaowXj3/jbkyt+SqLvettxG91BxC2LM0lNcFBbHc/mnX35/WbjhBW3Up4dQvpR5xs/dndiGjUuWJHhFsNG0bNzp2JPj5nR0yfPoTUrs32+fP5+5tvyjh3F4dfhA91+9Zg15cHWDLkN0IaVGL/4kNY/S00Glibg0sOs3rMJkJjgrjum6tPmx5g05vb2fGZe2Kk0MbBbHlvFwCVagUQM7AOaTszWX7vOlx2F5GtQjm8NonDa90X080fbIhPyKU7rtY3wpfafWuz58u9LB+ykuAGQRxcHI/V30r9gfVJWJLAujF/EBITzDXf9DhteoCYuxpxaHkif729lfSdGRxZfQTA87hCcDfEdn7qrseTewsA+IT5UKl2IJn7slj14GrCm4dxYJH7SRsRrYt/hOKlLDjCROe+Fn7+0skrQ/Ko3sDMusVOfP2h+0Av1i9x8sGYfGrGmHjhG/dd2RVfOdi53sm+re6G/oalTpISbLTubqFNdysNWltI2Ongqyn57P7TxV+r3XfIG7Qp/8OpAiK8adK3Mlu+PMLXQ/4ivIE/OxYn4+VvpuXAaHYtSeHHMbuIjPFn4DctT5seoPWQqmyZc5QtXx/FkecicZO70dWkj/taJj/bycc9N1KjYzAuh8GuJe7GW4fhNfAOLJ8B+uAm4UR0qkrSr4dYO2gx3qG+pG48im90AFWvd1+f7Ju9jV3TNlGlW03avNPtjJaJe+pXjiw7gNnHgn+tIHa8scH9fc0jqHZ9PQ7O3Un8VzsIbRuF2dvMkSUHAIjuVeeSCw6cLLRJKJU7VeHor0f4edByfEJ9SN6YjF+0PzWudw+T2DV7J9um/UXVbtW48p3OZ7RMo7sbs+7xNWwcv57Enw9xaFmC532ATRM2kLErg+CGwbjyXRz66RAAVTq7r4eS/0xh3WO/EdE2Eu8gb5LWH8ORZccnzIfQppfm4wrL4lr68K9H2fBKHFXaR+Id5EXCCvdTg6p0jPT07JDLxz+HDJSkRYsWvPPOOzidTrZv315kEsHMzEwqVaqEzWZj69atVKtWjZo1a55ymdOpMIGBXr160atXL8/r0aNHc8sttxSasKG4dADVqlVj+vTpRdY5ZcoUz9+PP/54Kef43LQZ2xyz1cSBxQlk7k8komUYrUbFlvi0gNOlz0vKY++8A570jhwne+cdIKCaP61Hueuu0+ttWT9hM4krj2CymKh6dRVajWpW6O5aedZnbAgWq4lNi3NI2p9LrZbe3DAqhMCw4i+49q638fu8E5NMHdpu59B2O6HVrDTrDg06+rBtZR671ubh7W+mRqw3nW4PpM31l17k/GKq2bkzLY8P4wGIatmSqJYtSdu3r8IEBgDajo3FbDWzf/EhDu7PJrJlKG1GNSlxHz5d+pwj7sCT4YLdX594FGSVduHEDKxDXorNMyHhsY2pHNuY6knT+I66l3RgAKDV2JaYrWYOLj5Iwv4swluG0XJUixLr63TpI9tE0PG19vw1bSsHvjuAb4QvzR+LpV7/up51JK5IJGtfFr6RvtTsVaPId3R+txObp8SRtDGZfd/sx6+KHw0H16fRsEZF0pYHA8d6Y7XaWbfYwYb9Tuq1NNN/lBdBYcU3lHaud7Jq3omu8Qe2GxzY7iSimok23aHfk15YrLBpuZNVcx0Ehpjo1MfCbU9c2tvameoytjYWq4kdi5NI259CdMtKXDWqNv4ldOs/XfrQOn78d3oMv752gO0LjxEQ6U3be6vR4UH3tmf2MhFcw5c9y1Jw5LkIqeNH68HRxN5y6Q8HOpWWr17N1glrOfpzPC57ChGdqtJkbHss3iUHO063TN5R97nZZXNy4P+2e5ar1rc+1a6vR0SHaNI2HSN59SEcWXZ8o/2pPbAx9e679IcAtX+1I5smbODwz4mk211U7lSFlmNbn7K+TrdMzetrYUu1sevjHRxY6L72az6qJdFXu4NW4S0jSN2cwsHvDoDJhH+UH9UHNyDmfvccNX6V/QisU4mjq49gz3YPR6h+bQ0aP9gEr0qX7v5+sa+lw2JDqXxFBEkbUrCl5eNX2ZeGg+rSbHjjYr9P/uEybc2GhITQp08fBgwY4HnCwMqVK8nKyqJXr148+uijZGZm4nA4GDRoEOHh7psP/1zmbJiMsx18cJkYPXo0AwYMKBIYuFjGMbpMvvdy8RwT+Y7up08oxerNUsaZLt27H5e65wyDF7k0goHl1dO8yrOMLetslFvjmcAaWpV1NsqtDmxkOkPLOhvl2n38j0eYWNbZKLdeZzRjebass1FuTWC8rqXP03OXy/77YTm7nh126Ta9L9MYy+lNnHiZ7AwiIiIiIiIi56H8D+gTERERERERkXNWYXsMiIiIiIiISDlWPudYvSSpx4CIiIiIiIhIBabAgIiIiIiIiEgFpqEEIiIiIiIiUv6oNVtq1GNAREREREREpAJTYEBERERERESkAlNgQERERERERKQC06gMERERERERKX/Umi016jEgIiIiIiIiUoEpMCAiIiIi8v/s3XeYVNX9x/H39O19WRaWKuCCNAEBBSsYCxZAo4KAoESNQjSxIMHEkh+oREyMWDBGUSAaRRBQiSJKVUDK0nvvy/Y+9f7+GNyF7AIKy87Ozuf1PPsw5Zw751xmbvne7zlXRCSEKflCREREREREgo/OZquNMgZEREREREREQpgCAyIiIiIiIiIhTMkXIiIiIiIiEnwsgW5A3aGMAREREREREZEQpsCAiIiIiIiISAhTYEBEREREREQkhGmOAREREREREQk+OputNsoYEBEREREREQlhCgyIiIiIiIiIhDAlX4iIiIiIiEjw0dlstVHGgIiIiIiIiEgIU2BAREREREREJIQpMCAiIiIiIiISwjQqQ0RERERERIKPJdANqDuUMSAiIiIiIiISwhQYEBEREREREQlhGkogIiIiIiIiwUdns9VGGQMiIiIiIiIiIUyBAREREREREZEQpuQLERERERERCT46m602yhgQERERERERCWEKDIiIiIiIiIiEMAUGREREREREREKYRmWIiIiIiIhI8LEEugF1hzIGREREREREREKYyTAMI9CNEBEREREREflFlpoC3YJfpkftPfXWUIIAMXKC7Etcy5gSDB7mlUA3I2i9zh/4Px4PdDOC1tO8zHMm/YbPxTOGAYu0Ds/aFQbzuDzQrQha17JY+5Bz9Dp/wPR9oFsRvIzL4C2GBboZQetB3uN1hge6GUHtYd4JdBOqh85mq42GEoiIiIiIiIiEMAUGREREREREREKYAgMiIiIiIiIiIUyjMkRERERERCT46Gy22ihjQERERERERCSEKTAgIiIiIiIiEsKUfCEiIiIiIiLBR2ez1UYZAyIiIiIiIiIhTIEBERERERERkRCm5AsREREREREJPpZAN6DuUMaAiIiIiIiISAhTYEBEREREREQkhCkwICIiIiIiIhLCNMeAiIiIiIiIBB+dzVYbZQyIiIiIiIiIhDAFBkRERERERERCmJIvREREREREJPjobLbaKGNAREREREREJIQpMCAiIiIiIiISwhQYEBEREREREQlhGpUhIiIiIiIiwccS6AbUHcoYEBEREREREQlhCgyIiIiIiIiIhDANJRAREREREZHgo7PZaqOMAREREREREZEQpsCAiIiIiIiISAhT8oWIiIiIiIgEH53NVhtlDIiIiIiIiIiEMAUGREREREREREKYAgMiIiIiIiIiIUyjMkRERERERCT46Gy22ihjQERERERERCSEKTAgIiIiIiIiEsKUfCEiIiIiIiJBx7AEugW/jCnQDTgNZQyIiIiIiIiIhDAFBkRERERERERCmAIDIiIiIiIiIiFMcwzUcU6nifETk5g7P5riYjNtLnTy1CPH6HBRWZXlRz2fwg8/RpKbbyYywqBtehl/+G0WbS50AvD519F8OCOWXXvtlJaaadTQzdC7crnt5oKa7NZ558otY9u478lasBef20d85/q0GtODyOZx51ynZG8+y/tOx1viISo9ke6zbq+0rDX3fUH2kgMAdPvsNqJbJ1Vn984rr9PLqvGb2PPlITzFHhLaxNJ59EUkd4g/q/K7Pz/Itn/vIX9XEZ5SD1GNImkztDktbm8MQNGBElaN30T2hjxKjzlxxNlpeFU9Oj3eGkesvcb6XRt0e+QRLr73XpIvugizxcKCZ59l4XPPBbpZAed0mxj/SRJfroymuMxMm8ZORt9xjA7Nq94O/uTz5dE89k4qAEN65TLmrmMAbNlv54WP67FudxglTjMNE918++Lu896PQHE7DWaOL2L1l2U4iw0atbHRf3QUTTvYqiz/3eQSfvi0lMM7vBg+uGFEBH1GRpW/v2xGKVNHF1aq98T0eJq0q3qZdUGg9yvBzlyUS71/jyNy7QJMHjelrTqTOXAM7tTmp6zT8K/DcOzfgqWkEG9kDKUtO3PszifxJDcqL2Pfv5Wk6RMI37YSk8+LO7kRR4c8S1mrLjXRrfPC4/SxePwetn6ZhavYR702kVw5uimpHaLPunzBwTIWv7yXfd/n4y7xEp3qoOdjTWh5XSKlOW7mjNxK9o4SXMVewuNtNOkRy5VPNSUsLvh+0x6njyXjd7H9yyxcxV7qtYni8tHNqN8h5qzKb5pxlG9Gb6tU787pHUlpF82y1/ayYuK+Kpc9dP4lxKSFVV/n6iBvkJ3N1ubmhmzGwIwZMygtLQXgwIEDLFy48Bcv46mnnmL9+vXV3bRqNe7vyUybHk9ivJdeVxaRsSGMe3/XkNy8qv/rDx2xccnFJdx2UwFxsV6WLI9kxFMNyt9fsjyC/Qft9OxWQqcOpWzf5WDMuPp8uziyprpUIzY+Pp8js7cT2TyOhO4NyV5ygDXDv8Dn8p5THcPrY8MT3+Jz+U65nP1TN5Cz7FC19qcm/Th2I1un7iE8yUGj3vU5lpHL/GHLKMtxnlX5Q0syKdxfQoOeydTrnED+9kJ+GLOW/d8eAaDoYAkHvj1CbPMomt3UEHeRmx0f72PZn9bVWJ9ri9TOnSnNyaFg//5AN6VWGftRMlO/iycpxkvvjkVk7Apj2N8aklN46l3gkRwrz/27HlaLUem9Qzk2svIttGl8+sBCXTF9bCGLppYSnWSmfW8HuzPcTByWR1FO1duxfRvdRMSZiU89/SFGeg8bVw0JL/+LSarbhySB3K/UBamTHifmh9m4UptT0qY7kRuWkDZhOHhcp6xjzT1CSbvLye/ZH8wWold9Tf1/jS5/33ZkN43GDSBq3ULKmneg4LJb8UbHY8s9WhNdOm8WjN1NxtQjRCTZadE7gcMZhcwYtonSHPdZlS/NcfOfARvY9mU28c3CadOvHnGNw8g/4N8Gust8uEu8NL8mnta3JONx+tg08xgLXthTU12uVovG7mTd1MNEJNm4oHcihzMKmDlswynX388t36hHHB2HNCj/i0jyX7yo3yH6pNcb9/RfGLFHWQhPCL7AigSv2hy0OK9mzpzJVVddRXh4OAcPHmThwoVceeWVgW5WtcrOsTDj81jMZoPJrx0gMcGL1QKz/xvD1OnxjByeXanOlDcOlD/euNXBbUObcCTTitsDNivcfXsezz91FPvx7dTgh9L4cU0E3/8YwTWXF9dU186rws1ZZC85gC3OQecpt2C2W1g5cBZ5q45w5PMdNOh/4VnX2f3maoq25tB4WHv2/jOj0nKKd+ay/a/LafbbTux6beX57mq1K812snPGPkxm6D35UsITHZgsJnbPPsjWaXvoMPLCX1w+/e5mdH++Axa7/6Th68Hfc3RFNoe/z6LRNfWJaRrJrV9dQ1TDCABSLknk+9EZHF5yrMb7H2ifDRkCwJ0zZxLXtGlgG1NLZBdYmLE0FrPJYPIfDpAY48VigdnLYpj2XTwjb6m8HTQMGPVeferFemiV5uTLH0++SnRNh2Ku6VDMN2siWbk9oqa6EhCF2T6WzSjDZIbfTY4nOtGM2ZLPj7OdLJxWclImwE/u+WssAG8/lEfOwVOftHW5KYzu/cPPW9trk0DuV+oCx77NRG5Ygjcyjv1PTQGrnbRxA4nYvoqYZZ9T0LN/lfX2jptb/rhk5dc0eH0ktmMVxzmJs9/AUlZM9q0jyO478rz3oyaUZLvYOCMTkxlun9yGiEQ7JouJLbOPkTHtMJeObPyLy6/54DBFR1206ZfMdS+2rPSZMQ0c3D2zQ/nzxJaHWPTiHgoOVH1BoDYryXaxacZRTGboN7ld+frYOjuTtdMO0X1kk7Muf+FN9WjTP6XSZza9IoGmVySUP/9i5CYA2txeH1tEkE25L0Gtbofnj8vJyeHee+9l8ODBDB48mBUrVrB582Yeeughxo8fzwcffMC8efMYPHgwO3bs4OWXX+aee+6hX79+fPPNNwDk5eXx8MMPM2jQIAYPHlyebQCwf/9+hg4dyq5duwLVxSpt323H7TGRmuIhMcF/daFtuj+6u2W745T1pn4Sx3N/rcdjf/an0A4bkIvteAipXWtneVAAwO3233Sjfj3PeehBYBRuygIgqlUiZrt/gxzdNtn/3uass66Tvy6T3W+uoeWT3atMHfW5vWx88jui0xNo9tuLq69DNSh/eyE+t0FEajjhif7vWGLbOAByNuefVfnEdnHlQQEAn9t/VSwyxZ9aF5ESXh4UAPAefz+ivlLvBLYfsuP2mkhN8JAYc3w72MS/Hdy8v+rt4PvfxLFqRxgvDz+Cw1o5YyCUHN7uweuGhFQz0Yn+32Hjtv6dwMHN57bdnz62iN+3z+Qv12fz3fsl59zW2ixQ+5W6wrHXf6LkbNQKrP6rrM5mbf3v7dt82roJsyZSb/KfSf73/2GYLeTecF/5exGbf/AvY/d6LhjRjeaP9CB56l8wOUtPtbhaL3t7KT63QXSqg4hE/7pKaevP6jy2ufLv7OeU37fMvz8uynQxqcePvNltBXMf31bpiviCsbv5evQOlr95AIvDTKehqeenk+dR9vaSKtaHPwCatbnyBbBfUn7R2J283n4pU65fScb7B6v8/IIDZeyan43JAh0GNaiyjJzMaw2uv9qsljevekRHRzNp0iRsNhsfffQRGRkZtG7dmldffZWEhASWL1/OV199xZ///GcAHnroISIiIsjPz2fo0KH07t2bSZMmce2119K3b18Mo+JAcdu2bcyZM4cXX3yR+vXrB6qLVcrO8f/3RoRXpBeGH3+clX3qCORX30Xx4xr/iVb9em46ta96B/neh3FkbAinSZqLu/pVPukLFvnrMjkyZ3v5c1u8/wqWJbLi52EJ9z92ZVW9LlzZpaet4y11s/GJb0m4rCGN7r6IQzO2VlrGromrKN6VR7dZt2GyBGfMrjTbf3XAdsJ6sB6PdpdlVb5y8EvLb3pvJ8fW5BLdJJKWA5pUej9/VxEZf9uCyQydnmhzDj2RuiK7wP/digyr2A5GOI5vB/Mrbwe3HbQzYUYSv7slm9aNg+9qV3UryPavK3tkxZ2XHRH+xwVZZ5e6bjJDk3ZWGqZbKc4zWP+tk0/HFWELM9HzzrqRQVBb9ivBKmzXOqKXzSl/7o3yp1b7HBXDFn324+s0v+rAyk9iF8/Alu0/CXM2uICyJhX7BkthHgDhO9ZQ1OU6ItYvIn7+VDCbOTZwTLX0paaVZPtP1m2RFdu3n646F2dVzuD5OeVLc/1lDq4sJL1PEofWFLJlThbuEh+3vJFeXm/NB4fLH9fvEEV8s+D7PZdm+/t84vqwnmb9/ZzyJjOktIsiKT2Ksjw3u77NZtG4XVjDzLS98+TgydqphzC8cMGvEoltpAscUrNCIjCQn5/Pc889R25uLoWFhXTpcvoJZaZMmcLChQuxWCwcPuzfyO3YsYMhx9N0TaaKA6RXX32VP//5z7UuKACQmOC/mlNSWnGSWVLif5yUeOoxjVPeOIDTaWLJ8ghGjm7AI39swH8/2U1aasXVoYn/SmDiO0k0aujivdcOEBUZvGMbi3fksv+DDeXP24zzDynxFlf011vi3ynak6reydkTw09bp2D9MUr25GOLc5DxwFzKjvijyKUHCsl4YC4dJ93AkTk7sEbb2Tb2+5OWvfX/ltJ8RGcSLk07166edz9d9XefsB48xf7vWlhS5auzv6T82olbWffaNqIaRXDt5O7Yo04ed5e9Po/59y/HVeDm0nEdSbu6crqehJ7EGP93q7isYjtY7Dy+HYytvB38elUUbq+JH7dFsGp7OFsO+L+H366NJMxu8Fj/05+E1DUxx7MEXMUVAXHn8cdnOydA11vD6Na3Yls6a0IR894uIeNrZ50JDNSW/Uqwsh/aQfy8D8qfH7l3HABmZ8UVWLPTfzXbG3v6yXl3v/wtJmcJMUs/I2XKczT8+4PsemUhhiMCb3Q81rxMcm56gNwbhhP141wavPEokRnfBm1gICLRv290F1ds3356HJlUeULen1M+PN5G3p4y2t5Wj2ueac6RdYV8+Ov17FmUi89jYLb6j4t/v/UynIUeVr5ziBVvHWD2Q1sY9nWn89DL8yf8+FX/n7v+fk759Fvr0bpvxTHJ0gm7WfX2AXZ8nXVSYMBV7GXjdP/8SR3vaVgt/RH5JUIiMDBnzhwuueQShgwZwrRp09i5cyc2mw2v1//DtdlseDz+HW9eXh5fffUVn376Kbm5ufTp0weAFi1asHz58koZAy+++CKTJk0iPj6ezp0713znTqNFMxc2q8Hho1ayciwkJXhZv9kffbywhZPCIjPHsizYHQZpqR7KykzYbAYWCzgcBpd3LyEi3EdRsYUDh2ykpXrw+eAvE+rx4Yw42rQqY9IrB0k+TZAhGDTof+FJ4zsLjqdvFm7NxufyYrZbKFjvH68enZ4IgCunFHduGZYoO2EpkUQdv2vAqer89JXJz8g86bO9RS6yFvw0E62B82gxzqMnp57lrTxC2eHgmL8htkU0ZpuJksOllGY5CU9ykLU+D4CE9FhchW5KM8uwOCxEpUWcsTyA4TNY8fx6tn24l4Q2MVzzdjfCk0+Ooh9aeoyFI37E8Bpc+Y8uNOpd+wJ1EhgtGriwWQwO51jJKrCQFONl/W7/9yc9zUlhiZnMfAsOm0FakgcDE4ZhYtGGkydUPZBlJ2Nn6F29qd/CisUGOYd9FGT5iEkys3e9/+S0YbqV0kIf+Zk+bA4TiWk/byxs1j4vyU0qH36YgzNRqkq1Z78SnAp69j9p3oCfhhI49m/F5HZh2OyE7fZP/uxs5L9ibS7MwVKUixEWhSc+BVNZMYYjAkwmDEcERZ16kzLlOSwlBVgKsvEkR+BsdCHWvBPW3/GVajiCd+6QhBbhmG0mCg87Kc5yEZlk5+j6IgCS0iNwFnooznRhcZiJTQs7Y3mA5AsjOLym8p1ELA4zJgu4irzYo/y/f0e0lWZXxbPirQPkHyjD6/ZhsQXPjzuxRUT5+ijJchGRZCdzvb/vSemR5evP6jATkxZ2xvIA+fvKiGtSOQBoMptOer55xhFchV7qXRRFwy6x57mndYcnyLJsTz2YO/BCIjBw6aWX8sQTT7B06VJSUlKwWq306tWLJ554gm7dujF48GB27tzJ7373O/7whz+QmprKwIEDadOmDTEx/kmnHnjgAUaPHs306dMxm81MmjQJ8A9TmDhxIiNHjmTEiBFnzEaoSUkJXvr2yeeTWXEMG5lGy+ZO5s6PJiLCx6Db85i3MIo//l990luW8dkH+1i7KYzHn0nlko4lxET7WLU2nKJiCwnxHi46frvCV99O5MMZcZjNBq1bOfnnB/7JUhqnuRn067wA9rb6xLRJIqFHGjlLD7Bq8Gxs8WHkrzmKIzWK+jf7J93ZP20juyeuIrlXUzq8cd0Z65jtFnpvfaD8Mw7N2Mqm0QtOuq1Uz2/vPqkd31zo/44F0+0Kw5McNO/XiB0f72Pe0B+IaxnN3rmHsEZYuHBQU/bPO8L3ozOIT4/hpllXnrE8QMarW9j24V5MZohvHcuGt3cAEN0kkvRBzcjbXsh3D6zA5/aRfHE8R5ZncWS5/yC8/cOtcMSFzi0LL77vPhr37ElqJ/8VmvS+fYlr2pQtn33G1lmzAty6wEiK8dLvsnw+XhzH0AlptGzoZO7KaCIcPgZdk8e8NVGMnlyf9LQyZj2zj5G3ZJ80IeFT76Yw84fYk25XuPOwjX/OTeBQjv9KW26RhafeTSE+2suoX9etjIKYJDPd+oXx/cdlvDY0l9SWVtbMdeKIMHHFoAjWznMydXQhDdOtjJ7l3x98/0kpO1e52b/JH3Bf942LnIMFtO/toENvB9OeLqQkz0eTdjZKCvxDCQC69KnNh0vnJlD7lbrC2aQNxRf1IHLjUtJeGow3Kp7wHWtwJ6RS2P1mAOLnTyNx1kSKLu7Fod+9QfTKr0iY/QZlF3TE5wgncuNSAFz1m+FJ8mfg5dwwnMj1i0n44m3sR/YQsX4xAAU9+gWmo9UgMslOm3712PDxUT4dupHElhFsm5uNLcJMx0Gp7JiXw9ejd5CcHsGgWR3PWB6g09AGbJieyYZPM/GU+Tic4T/xbdM3GZPJxKr3DrL96xxS2kZiMpnYvSAXgEbdY4MqKAAQkWSndb8UNn58hBlD15PYMoLtc7OwRVhoPyiVnfOy+Wb0NpLSIxk4q9MZywPMf3o7ZXluUtpF4yzwsOtb/z6mVZ/k8s81DIO1U/1ZysoWkEAJicBAeno6c+bMqfT63XdXnIhNmzat/PHrr79eqWxcXBxvvvnmSa+9+OKL5Y8nT55cDS2tfmMePYbNAnO/jWLvgSg6XFTGqN8dIyG+8lX+ekkemjZysXRFJCUlZuLjvFx/TSEP3ZtNdJR/qMDRY/6vjM9n4tPPK6KZl1xcUmcCAwBtX76GbWO/J2vhPnxuHwk90rhwzGXlE0BVV5266JIxbTFbzeyde4j9e4tJ7hhP51FtCEuo+qD/TOVLjvonijN8sPPTitvwpXRNJH1QM8pynOUTEh5bk8uxNbnlZVrf0zykAgONe/ak49Ch5c/rd+xI/Y4dyduzJ2QDAwBj7jqG1QJzV0axNzOKjs3LGPXrYyREn122U1aBlZk/VGz/SpxmZv4QS8NEd50LDADcPiYai9XEmrllHNvrpGlHK/1GRROdUPUB/85VbpbPrLiV48EtHg5u8ZDQ0EyH3g663hLG0v+UkvG1E58XGlxo5aoh4XTtWzeGEZyK9ivn5vADL1Pv32OJXLsQk9dN8UU9yLx7DIat6m28K6Up3phEItctxOQqwxubRP7lt5F96wg4PiS0tHV3Dv9mPIlz3iT6+1l4Ehtw7I4nyf3V0BrsWfW7ekxTLFYT2+Zmkbc3h9SO0VwxqikRp7j13ZnKxzcL59a30ln6yj62fH6MyGQ7lzzQkO4PNwIguXUku77NZcdXOXg9BlH1bFzcJ5XuIxrVWJ+r05VjmmO2mtg+9xj5e0up3zGay0c1JyKh6u/amcpfeEs9Nv7nMDu+zsLwQtKFkXQc0vCk4QV7FuSQt6eUyGQ7LW8MjotBUveYjBPz4qXGGDmmMxeSUzIlGDzMK4FuRtB6nT/wfzwe6GYErad5medM+g2fi2cMAxZpHZ61KwzmcXmgWxG0rmWx9iHn6HX+gOn7M5eTqhmXwVsMC3QzgtaDvMfrDA90M4Law7wT6CZUi2JncAVKIx21dwh2SGQMiIiIiIiISN3itep0troE18AfEREREREREalWCgyIiIiIiIiIhDDlXoiIiIiIiEjQ8VqCa46B2kwZAyIiIiIiIiIhTIEBERERERERkRCmwICIiIiIiIhICNMcAyIiIiIiIhJ0vGiOgeqijAERERERERGREKbAgIiIiIiIiEgI01ACERERERERCToeDSWoNsoYEBEREREREQlhCgyIiIiIiIiIhDANJRAREREREZGg463Dp7MfffQRn332GVarlbFjx9KkSZPy90aNGsXevXvxer0MHDiQfv36AdCxY0fatWsHwJAhQ7j22mt/9ufV3TUpIiIiIiIiEmTy8vL49NNP+eijj9i0aRMTJkzgH//4R/n7v/3tb2natCkul4tbbrmFm266CZvNRlpaGlOmTDmrz9RQAhEREREREZFaYu3atXTr1g2LxUK7du3Ys2fPSe83bdoUAKvVf53fbPaf1h8+fJhBgwbx2GOPkZOT84s+UxkDIiIiIiIiIudZQUEBBQUFlV6PiYkhJibmpHInPjcMo8rl/fOf/6RPnz5YLP67M3zzzTfEx8fz5Zdf8uKLLzJ+/Pif3TYFBkRERERERCToeIPsdoXvv/8+EydOrPT6iBEjGDlyZPnzmJgYtm3bVv78p4yAE82ePZvNmzfzyiuvlL8WHx8PwA033MBbb731i9qmwICIiIiIiIjIeXbPPfeUTxR4ohOzAwA6dOjAG2+8gdfrZcuWLSdNPAiwaNEiZs6cyaRJk8qDBiUlJTgcDiwWCytXrqRhw4a/qG0KDIiIiIiIiIicZ/87ZOBU4uLi6Nu3L3fffXf5XQkWLVpEUVERN954I6NHj6ZevXrcd999ALzyyiscPXqUP/3pT0RERGCxWHj++ed/UdsUGBAREREREZGgE2xDCX6JAQMGMGDAgPLnJ2YNLF26tFL55ORkZs6cedafp7sSiIiIiIiIiIQwBQZEREREREREQpiGEoiIiIiIiEjQqctDCWqaMgZEREREREREQpgCAyIiIiIiIiIhTIEBERERERERkRCmOQZEREREREQk6Hg0x0C1UcaAiIiIiIiISAhTYEBEREREREQkhGkogYiIiIiIiAQdr05nq40yBkRERERERERCmAIDIiIiIiIiIiFMgQERERERERGREKZBGSIiIiIiIhJ0vLpdYbVRxoCIiIiIiIhICFNgQERERERERCSEaSiBiIiIiIiIBB0NJag+JsMwjEA3QkREREREROSXWEObQDfhF7mYTYFuwikpYyBASqNMgW5CUAsvMpjBjYFuRtDqz5f8mTGBbkbQep6xsEi/4XNyhcFzJq3Ds/WMYdCbLwLdjKD1DX1ox4+BbkZQW88lmN4NdCuCl3EvfEHvQDcjaPXhG3bTINDNCGrNOBToJkgto8CAiIiIiIiIBB2PhhJUG00+KCIiIiIiIhLCFBgQERERERERCWEKDIiIiIiIiIiEMM0xICIiIiIiIkHHq9PZaqOMAREREREREZEQpsCAiIiIiIiISAhT7oWIiIiIiIgEHa9uV1htlDEgIiIiIiIiEsIUGBAREREREREJYQoMiIiIiIiIiIQwzTEgIiIiIiIiQUdzDFQfZQyIiIiIiIiIhDAFBkRERERERERCmIYSiIiIiIiISNDRUILqo4wBERERERERkRCmwICIiIiIiIhICNNQAhEREREREQk6Hg0lqDbKGBAREREREREJYQoMiIiIiIiIiIQwBQZEREREREREQpjmGBAREREREZGg49XpbLVRxoCIiIiIiIhICFNgQERERERERCSEKfdCREREREREgo5XtyusNsoYEBEREREREQlhCgyIiIiIiIiIhDAFBkRERERERERCmOYYEBERERERkaCjOQaqjzIGREREREREREKYAgMiIiIiIiIiIUxDCURERERERCToeDSUoNooY0BEREREREQkhCkwICIiIiIiIhLCNJRAREREREREgo5Xp7PVRhkDIiIiIiIiIiFMgQERERERERGREKbci7rO4cA29q9YbrsToqLxZazGPfoPGCtXVCpqvvxKHHMXVLkY1wND8U57HxwOrE/9CcuvB2Kqn4qxawfusc/gmzXjPHckcNxOH3PHZ7PuyyKcxQYN2zi4cXQijTuEVVl+yeQ8Vn1ayNEdLgwf9BoRT++RCeXvZ3xeyPJ/F3BslwtXqUFCIys9h8bR5faYmupStfI6vWSMX8f+Lw/gKXYT1yaei0e3J7FD4lmX3z/3ABsmbqJobxFh9cJoMeACWv/mQgA2vLaRjRM3V7nsm+bfQGRaJMUHisl4aR3HVmbhLnITUT+cprc2oc3DrTGZTNW/Es4jp9vE+E+S+HJlNMVlZto0djL6jmN0aF522nqfL4/msXdSARjSK5cxdx0DYMt+Oy98XI91u8MocZppmOjm2xd3n/d+BINujzzCxffeS/JFF2G2WFjw7LMsfO65QDer1vDmFpM37jNKF2wCtxdH52bEjemHrXm9U9bJm/A5pV+vx7PH//1LeOEuIvt3rVTOvfcYR/tOwChxYUtvQP1Zj5+3fgSKkVuId9xUfAvWgNuLqXMrrGMGY2re4JR1PBP+g+/rH2HPEQAsL9yPpf8VFcvML8b7t4/xfbcGcgoxXdgIy5MDMHdtfd77U9MSHPD3bnBTI7CbYfFReGQZbCs4c93R7WFcF//jR5fBq5tOfv+CaMjoC1E2yMiGi2dVe/MDyu00mDM+j4wvSygrNkhrY+PW0XE06eCosvzCyYWs+LSYIzvcGD741YgYrh8ZW/5+xpclfDUxn9zDXjAgvqGFngOj6HF3dE11qUa5nPDOeAcLv7RSWmyiRRsf948uI72Dr8ryf3/awabVFjIPm7HZIb29l/uedNK05cnlC3LhwZsjyTlmJjLa4NOVRTXRHZFTUsZAHWcb/3esD47EyDyK9/PPMHe7FMfseZBY+aTNOHgAz+t/r/ib/E7Fe7t2+Jf34ivYnhgDbjfeDz/AlJKKfconmLt2r7E+1bTPx2bzw9QCopKstOkdyb6MMt4ddojiHG+V5Q9udBIeZyY2teq42/YlpeTsd9OyZwRNOodxdLubT8ccY/O3xeezG+fNmrFr2TF1J2FJDhr2bkh2RjYLhi3GmeM8q/JZa7L5/vfLKDlUQuM+jTA8ButeXs+Oj3YBkNghkZZDWpT/1e+ZAoAtyoojwX+Qs3z0jxz4+iDWSCtp1zak9GgpG17bxO4Ze2tgjVSvsR8lM/W7eJJivPTuWETGrjCG/a0hOYWn3nwfybHy3L/rYbUYld47lGMjK99Cm8anDyyEotTOnSnNyaFg//5AN6VWynl8KiWzV2FrXg9H95aULdnKseGTMFyeU9Zxrd2HpWE85rjIU5YxvD5ynph22uXUBZ7H38A3eymm5g0wdW+DsWQ97uHjT9tvY+1OTA2TIC7q1Mv8cD6mhGjMN1+Gsf0AnvvGYxzMOl/dCJhpV8LgFrAlH+YfhuvT4KvrwHaGI9mOCfDsxeCu+hwOswmmXgmOOnzHs8/G5rJkahFRSRba9Q5nb4aLt4Ydo+gUxzEHNrqIiDMTl1r1Ssk55CG+gZUut0TQopuDozs8fPp8HtuX1c39yltjHcyeaic+yeDS3h42Z5j547AI8nOqvtDw30/sRETBVX3cREQa/LjIytP3heP6n8OifzwTRn5ucF2sqI28WILqrzZTYADweqveMAZqOdUmORnL4HsxvF6cN/XCPWwg3v9MwxQTg/WBEZWKG7t24h71+/I/34a1APgyVuP7YSkAln6/BsA98je4Rz6A+6W/YDKbsT7+x5rrVw0qyvawakYBJjMMn5zKgFdS6HBzFM5igx+m5VdZ586/pnD/lIY0SLdX+f6ld8fwxPwm3PlyCve924BmXf2ZB9u/Lz1v/ThfyrLL2D1jNyYzXDX5Ci59pRtNbm6Mp9jD9mk7zqr8ln9uBQMuGtmGbi9dQreX/Jd5Nr+9BYDUK+rTaUzH8j9rhD8A0+z2ZuWPi/b5gyydxnTg0le6kXqV/8p5ycHgCr5kF1iYsTQWs8lg8h8O8Mr9R7i5WyHFZRamfRdfZR3DgFHv1aderIdfdSqs9P41HYr54vm9DLs293w3P+h8NmQI7199NUcyMgLdlFrHtfkgZUu2Yo6LoN6Uh0l+6z7snZvhPZhLyeerT1mv3gcPUe/dB7HUjz1lmYI35+HeepjoYVdVf8NrCd/mvRhL1kNcFNYpT2N76zFMnVvBwSx8n39/ynq2D/6I7d2nMNVPqPSeUVSKsXgdANaJv8c67jeY77gaXG68735x3voSCB0S/IGA7DK48ku49RtYfASaRsPA5qeu57D4AwqLjsL3R6su83QHaJ8AEzacn7YHWmG2lxUzijGZ4beTkxn8SiKdbo7AWWywZFrVV6jv/msiD0+pR8NTHMdcMzyG+99J5vbnEhg+KZnUVjYAcg7UveBeXraJr2fYMJsNXpxcyuhXyrj6Zg8lxSZmT7NVWeeVD4v5+8clPPp/Tl76oASArKNm9u6oOO2aN9PK9/Os3PWgq0b6IfJzhExgICcnh3vvvZfBgwczePBgsrOz6dOnDy+99BJDhw5lxowZPPzwwzz44IP06dOH7777jgceeIA+ffqwZs0aAFatWsWdd97JXXfdxT/+8Q8AZsyYwaOPPsqDDz7I9OnTA9nFSsytL8Jkt2Ps3wfH/GmcvjUr/e+163jG+tYHRgLgmfi38teMMn802NShE4SFYW7Xwf/8+L91zdHtbrxuiEu1EpXoP+lMa+u/Kn14c9VXxM8krV0YVntFhNjr9l/VjU2p3VHEquRvL8DnNohIjSAs0R/gSGjrP2HN21w5cPJzyuduzjvp9fi2/gPikoMluApO3oEWHyjm4PxDmCwmWg5qUf76hcNaYTLD6rFr+eEPyzm84DARDSNo2q9pNfW8Zmw/ZMftNZGa4CExxh94bNvE/xvcvL/qFND3v4lj1Y4wXh5+BIe1csaAyNlwbToIgK1VKia7f1tob9vI/97mg2e9XOe6fRS8OY/YJ2857ZCEYGds2gOAqVWj8vVnaus/ozU2n2Umk90KFv9hnLFxN0ZxGcYO//+FsWXfuTW4lrn4eJLjutyKK/8rjydFdKx61BoAL3WB+hEwdBFUtTXskgRPd4THV8CWvGpscC1y5PhxTHyqhehE/3FGo7b+E/5Dm91nvdy965zM/L9c3nngGIe3uUm5wErbXuHV0ubaZO92Mx63ieRUg7hE/7eoVVv//njX5qpPo9p0qkhP8RxfxWazQUKyv/7Rgybe/L8w+g9z075rLbuoKCEtZOYYiI6OZtKkSdhsNj766CM+/fRTSktLufXWWxk1ahQzZszAarXy+uuv89lnn/H222/z73//m1WrVvHRRx9x8cUX88ILL/D666+TkpLC/fffz+bN/nHOHo+Ht956K8A9rMxUz59iTfEJEeFi/xVTU0r909Y133AT5patMI4cxvvpf8pf97w8Dvvf38T+0t/gpYqAwZmWF6yKsv3Rb3tkxcbfHuF/XJh17hvzxe/lsW+Nk8QmNroNOPUVtdrKme0PjlgjKzYlluNX7UuzKqcU/pzyZcf//enqvzW8ImBSdqwMe0zFFYxtU3dgeA3SftWQqEYVqcopl9YjtlUseVvyKd7v/86nXlGfsOSq54WorbIL/OsgMqziICPC4X+clV85kLTtoJ0JM5L43S3ZtG58doErEQDnur2UzKnIBDDH+1PZTZEVASlzuP+36M2qnJnyc/hKXeQ8MY2wy1oRfXcPimdUnvsmWPnW7cQ3pyITwBR/fOx15AnboPDj6zKr6uyzMzHZbZiH3oDvnc/xjHz1pPeMs1xmbXFJEgy8oOL5T7uTohPOY4uPX5yuf4pz0d4NYGQbGLAADpZUfj/c4h9CMO8gvLkF7mlRuUxdUJTt32ecfBzjvzhRcA7HMUd3eFg8xX98aTJD+uVhOCLr3vXG3Gz/ugqPrAgtOSKOv5d1+v6WFsOE0f4vaP9hbhLrGfh88PKoMOqn+bjnUSeb1gTfRaHapran5weTkAkM5Ofn89xzz5Gbm0thYSFdunTB4XCQnp5eXqZdu3YApKamkp6ejslkon79+uTn+3ewTqeTlBT/yXbHjh3Zvds/YVf79u1ruDc/j5F5PG8u8oSxiccfG0ePnLau9eFHAfD88w1wV+yJve+8RdmaVVh6/QpMJozDh7C/8S/IOlatba8tfsoScBVXnJg5jz+OTjq3DdE3E3OY/1ouCY2sDJ+cSlhU8O1QHYn+A1tPcUX64E+Pw5Mqn4T/nPJhSWGUHCrBU+J//ad/gZNO7N3FHnZP3wNAqxOO6Hxeg0XDF1OaWUb3l7vS4JoGLHt8OTs/3IUtwkqHJ2vn77UqiTH+vheXVXw3ip3+x0mxlQ/ovl4Vhdtr4sdtEazaHs6WA/71/e3aSMLsBo/1r3vjjuX88Ow4StEHi8ufx4+7CwCjuCLg5CvxP7Yknd2EY671+/DsOYY5LoJjD7yD90ie/7MP5HDsgXdInjT8LFsfeMaOg/g++Kr8uWXcb/wPik8ImJYcf5x09kFh6xN34evRFt+qrZgcxwM1E/5TEYgIUm3i4NGLKp4PO/5VjDohc/unx0dOMQpvYHNwemHwBf6/dsdHXx2fx5Y1OXBhLOQ4YU5vSDseW24W7X9+8zfV1p2Aikr07zNOPo7xn+TGnMNxTNf+kXTpG0H2fg9Tfp/NwslFRMRZuPa3wTmR8qnEH88SKC2uyPQsOz4qMT7pFBNXAPk5Jv50fzjb1lu44Q4X9z3h314eO2xi/Y9Wml3o5S8jwynI8y+3rBT+/EA4fxhXVp6ZIFLTQiYwMGfOHC655BKGDBnCtGnT2LlzJxbLyRvEE2crP/GxYfh/oA6Hg6NHj5KSkkJGRgZXX301mzdvrrSc2sK3ZROGy4WpUWOoVw8yMzF3vsT/3oa1EBODqX4qlJVh7KtIZTRd1BbLVb0wSkvx/Ot/MiFsNoxVP+JZ9aP/6VvvAeD9ro7sQf9HvRY2LDbIO+yhMMtDdJKVA+v9G/f66Q7KCr0UZHqxOUzEp1U91ux/+XwGs5/PYvmHBTRoY2fo26lEJwfnTzG2RQxmm4mSwyWUZZURlhRGzvocAOLSY3EVuinLLMXisBCZFnnG8j/9W3KohJx1OdTrmkzOev9Y+IgGESdlC+yesQd3oZv4i+JJ7pJc/ro730Vppv+AO7FjIrZIK/Gt4zj07WEKdp3dlc1AadHAhc1icDjHSlaBhaQYL+t3+4Mj6WlOCkvMZOZbcNgM0pI8GJgwDBOLNpw80duBLDsZO4MrW0ICK7J/15PuHuDadAAA99ZDGC4PJrsV13r/JI229IYAeHOK8OUWY4pyYE2JO/OHHD/2dWWcnEpvFJVRtmBTFRWCh6X/FSfdPcB3fCiBsXUfhsuNyW7DWO+fUNWU3tj/Xk4h5BZCVBimlMpzClTFcHkwX9YW82VtMbw+PPe+6F/mZW2rsTc17/0d/r+fdDy+Ojok+O9I4PL5swoA1vp3ISQ6ICkMCt1wqARMJgi3wk2NT172RfH+4QcZx+td+j8jWGLtlesEs/rHj2NyD3spzPISnWRh/3r/sLwG6TZKC33lxzEJaT/vWKSsyEdYlBmz2URyExtpbe0c2Ojm2J6zH5pQWzVu4cNqMzh22ERulon4JINt6/3H/c3TfRQXQk6mGZvDoH5axVCBP94bwcE9Zu6438m9j1UMgzx+SsHurRZ2b634HK/HxIoFVsqCb7opqUOC82zkLFx66aU88cQTLF26lJSUFKzWX971p556ipEjR2I2m+nWrRutW7cuH05QK2Vm4p02Geuw+3F8Ph/fpg1Y+t+BUViIZ9JELDf3wz5pMr51GTgvu7i8mvWhRwHw/mcaZJ18hdEy7DdY7rgbY9N6TK3bYrm0B0ZeHp6X/lKTPasx0UlWOvWL5sePC/nX0EOktHSwfm4R9ggTlw6KZeO8YqaPPkZqup3fzfKPt/3xkwL2rCrj4Cb/jmDTN8XkHvTQpnckF/WOZN6rOSz/0D+hYYPWDha8nQdAYhMblw0KruEEYUlhNO3XlF0f7+a7oYuIbRnD/rkHsEZYaTGoBQfnHWTF6JXEpcdy3axrz1geIH34hRz67jAbX99E/vYCjh6fMeqn2xWCP1i3far/qLHV/+R/OhIcRDeNonBPEUse/p7E9gns+9J/ApPU6TSDUWuhpBgv/S7L5+PFcQydkEbLhk7mrowmwuFj0DV5zFsTxejJ9UlPK2PWM/sYeUs2I2/JLq//1LspzPwh9qTbFe48bOOfcxM4lOMPZOUWWXjq3RTio72M+nVoZxRcfN99NO7Zk9ROnQBI79uXuKZN2fLZZ2ydVcfuX/YL2duk4ejRCufSbWQOfh1zfCSuNXuwpMYRebN/fRVNW0LBxK8J79WWpDfuBaDg7fm4d2XiPewP8BV9spyyFTuJur0bYd1a0GjrK+WfUTxjBTmjP6qTtys0t2mKqUdbjKUb8AweC/HRGGu2Q2oi5psvA8A77Wt8E2di6tUZ2xu/97/29myMXYcxDvt/175PFmCs2Iz59qswd7kQ76vTMTbuxtS4Hsbanf65BVITsQy5LmB9PR8ycuDrg/CrhrDgRv/Qgh4psK8I/r3TX2ZEG//dBz7bC/3m+7MMhlUkvfDdDXBV6sm3KzS9W/H+PS1g8hV173aF0UkWLukXybKPi3lzaCb1W9pYO7cUR4SJnoOiWD+vlI9G59Ag3cbjs/zDQpd9UsTuVU4OHD+O2fBNKbkHPbTtHU673hH87bajJKRZSUyzkH/Uy6aF/mD8hT3rXgA6Psng2n5u5n5s56mh4TRt6WPRXCvhEQY3D3KzdJ6VV0aH0zzdyxuz/GNW/nBXBNmZZuo18OEqM/HWWH/23tU3u7mwvY//bq24SLF2uYVRQyJ0u0KpFUImMJCens6cOXNO+X7//v3LH3fr1o1u3boBkJaWxqRJkwDo0qULH3/88Snr1UbuJx4BtxtL/zuwNG+Bb8UyPH98rNIJf7nERCx3DATA88bfK71t7NyBKSEB88B7wOXC++Uc3M88hbFr53nsRWDdPCYJi9XE+rlFZO8tplFHBzeOSiIqoepMkT2rylg9s2Kjf3iLi8NbXMQ3tHJR70gKjvpTwA0frPy0olyzrmFBFxgAuHhMR8xWM/vn7ufg3iISOybQcVQHwhKqnhzvTOWTOydx6Svd2DhxE/u+2EdYUhjtH2vLBQMqpp4+vOAwRXuKCEsOo/GNjSp9Rs83e7Buwnqy1mSzZ9ZewlPCaTWkBRfed2GlsrXdmLuOYbXA3JVR7M2MomPzMkb9+hgJ0Wc3NjSrwMrMHyq+ZyVOMzN/iKVhojvkAwONe/ak49Ch5c/rd+xI/Y4dyduzJ+QDAwCJLw8ib+xnlC7cBG4vjh6tiB/Tr3wyvaqULd6Cc0XF/sG1ejeu1bsJ63oBji6nmU6+DrK+/DDesVPwLcwAtwdTj7ZYxwzBZD91tplv8TqMFVvKnxurt2Gs3oapa2vociGmFg3wzV2OsXIrRIZhvulSLI/fhekUtzcMZgMXwKvdoU8a2BP8gYLfLfNnD8jp9R0Th8VqImNuCVl7S2nS0c4to+JOeRyze5WTH2dWTMxwaIubQ1vcxDe00q43tLzUweZFZexYXoY9wkyjtnZ6DIyi882nvi1pMHtwjBOLFRbPtfL9XivpHX38ZlQZcQlVp/xnZ/qHb2QeMvPZBxWZjs1be7mwvb6w1c2jOQaqjcn4KU9ealRplO5bei7CiwxmcGOgmxG0+vMlf2ZMoJsRtJ5nLCzSb/icXGHwnEnr8Gw9Yxj0pm7dkq4mfUMf2vFjoJsR1NZzyUlX3OWXMe6FL+gd6GYErT58w24aBLoZQa0ZhwLdhGrxPncGugm/yD3858yFAiT4ZjsTERERERERkWoTMkMJREREREREpO7w6nS22ihjQERERERERCSEKTAgIiIiIiIiEsKUeyEiIiIiIiJBx6u7ElQbZQyIiIiIiIiIhDAFBkRERERERERCmAIDIiIiIiIiIiFMcwyIiIiIiIhI0NEcA9VHGQMiIiIiIiIiIUyBAREREREREZEQpqEEIiIiIiIiEnQ0lKD6KGNAREREREREJIQpMCAiIiIiIiISwhQYEBEREREREQlhmmNAREREREREgo5HcwxUG2UMiIiIiIiIiIQwBQZEREREREREQpiGEoiIiIiIiEjQ8ep0ttooY0BEREREREQkhCkwICIiIiIiIhLClHshIiIiIiIiQceruxJUG2UMiIiIiIiIiIQwBQZEREREREREQpgCAyIiIiIiIiIhTHMMiIiIiIiISNDRHAPVRxkDIiIiIiIiIiFMgQERERERERGREKahBCIiIiIiIhJ0PBpKUG2UMSAiIiIiIiISwhQYEBEREREREQlhCgyIiIiIiIiIhDDNMSAiIiIiIiJBx6vT2WqjjAERERERERGREKbAgIiIiIiIiEgIU+6FiIiIiIiIBB1vHb5d4UcffcRnn32G1Wpl7NixNGnSpPy9vXv3MmbMGDweD3379uWuu+46Y50zUcaAiIiIiIiISC2Rl5fHp59+yrRp0xg1ahQTJkw46f0JEybw1FNPMXXqVD799FPy8vLOWOdMlDEgIiIiIiIicp4VFBRQUFBQ6fWYmBhiYmLKn69du5Zu3bphsVho164de/bsOan8nj17aNu2LQBdu3Zl3bp1GIZx2jpnosBAgIQXGYFuQtDrz5eBbkJQe56xgW5CcLtCv+Fz9YyhdXguvqFPoJsQ1NZzSaCbEPSMewPdguDWh28C3YSg1oxDgW6C1ALBNpTg/fffZ+LEiZVeHzFiBCNHjix/XlBQcFKgwPifY6YTn8fGxpKfnw9w2jpnosBAgFzOvEA3Iagt5lriXEcC3YyglWevzzIuDnQzglZ31jCPywPdjKB2LYvpzReBbkbQ+oY+PGcyBboZQesZw9Bv+Bxdy2JM+zyBbkbQMhpbacHGQDcjaO3gIh7n/wLdjKD2Mk8Hugkh6Z577qFfv36VXj/xhP6n59u2bSt/bjafPAPAic8LCgpIT0/HMIzT1jkTzTEgIiIiIiIicp7FxMSQlpZW6e9/AwMdOnRgxYoVeL1eNm7cWGkSwSZNmrBx40a8Xi8//vgj7du3P2OdM1HGgIiIiIiIiEgtERcXR9++fbn77rvL7zCwaNEiioqKuPHGG3nsscfK70rQr18/4uLiACrV+SUUGBAREREREZGgE2xzDPwSAwYMYMCAAeXPT8wAaNKkCVOnTj1jnV9CQwlEREREREREQpgCAyIiIiIiIiIhTEMJREREREREJOh46vBQgpqmjAERERERERGREKbAgIiIiIiIiEgIU2BAREREREREJIRpjgEREREREREJOl6dzlYbZQyIiIiIiIiIhDAFBkRERERERERCmHIvREREREREJOh4dbvCaqOMAREREREREZEQpsCAiIiIiIiISAjTUAIREREREREJOhpKUH2UMSAiIiIiIiISwhQYEBEREREREQlhCgyIiIiIiIiIhDDNMSAiIiIiIiJBx6M5BqqNMgZEREREREREQpgCAyIiIiIiIiIhTEMJREREREREJOh4dTpbbZQxICIiIiIiIhLCFBgQERERERERCWEKDIiIiIiIiIiEMA3KEBERERERkaDj1e0Kq40yBkRERERERERCmAIDIiIiIiIiIiFMQwlEREREREQk6GgoQfVRxoCIiIiIiIhICFNgQERERERERCSEaSiBiIiIiIiIBB0NJag+yhgQERERERERCWEKDIiIiIiIiIiEMAUGREREREREREKY5hgQERERERGRoOPRHAPVRoGBEOHLLaJw3Ke4FmzAcHuxd76AqDG3Y22ecso6RRNm4fx6Ld49mQBEvzCI8P7dK95/7QtKJs6tVC/phxcxJ0RVfycCyJSXT/RLr+FY+AMmjwdXp/YUjhqJt1njqssXFhE97u/Y1m7CciwLX0QE7ks6Uvj4Q/jq1ysvZ922k6i/v41t9TpMXi/etAYU/OkPuDu1r6munXcup8F/xrtZ/qWHsmJo0sbMwNE2LuhQ9Yb8q8luFn3q4eAOA8MHfUdY6TfSXv6+2+Vf3qpvvBRkGUTFmWjb08yAp+xExZlqqls1xu00mDm+iNVfluEsNmjUxkb/0VE07WCrsvx3k0v44dNSDu/wYvjghhER9BlZ8XtcNqOUqaMLK9V7Yno8TdpVvcy6wJtbTN64zyhdsAncXhydmxE3ph+25vVOWSdvwueUfr0ez55jACS8cBeR/btWKufee4yjfSdglLiwpTeg/qzHz1s/arNujzzCxffeS/JFF2G2WFjw7LMsfO65QDcr4PQbrh7mgjzqvfEikcsXYvK4KW3bicyHRuNu1OyUdRqOGo5j11YsRQV4o2IpbXsxx+5/Ak9qGgARq38g8YPXcWzfhNnlpKT9JRyYMLmGehQAuYWYxr2LacFKcHugc2t8Y+6D5g2rLl9YjOn5dzBlbIXMHIgMx+h6EcaooZCaBIDpgy8wzV4I+474l9msIb6Hfw29Km8rg50r18mGcT+SueAgPreXhM4ptB3ThajmsWddZ9cHmzk4ezfF+wrxuX1ENYuh1cPtqd+rUU11S6RcjQ8lOHDgAA888ABvv/02u3btAuCZZ57hjjvu4Icffqjp5oSMgsffxzn7RyzNU7B3b4VryWbyhr+O4fKcso577V7MDRMwxUWedtmO6zoSPuSq8j9TWN07MIl96v8I/3wenmaNcXXrhGPpCuIffALc7irLmwoKCftyPr76yZT26Y0Jg7CvviPukafLy1j27Cd+yAgci5fhbtea0puvwxcfi/nosZrqVo3491g330z1EJtkolNvCzszfIwf5qQwx6iy/J6NPqLiTCSmVn2S//kkN/OmeCgrMrjkOgsGBktmevn3C67z2Y2AmT62kEVTS4lOMtO+t4PdGW4mDsujKMdXZfl9G91ExJmJTz395j29h42rhoSX/8Uk1e2RZTmPT6Vk9ipszevh6N6SsiVbOTZ80mm3ga61+7A0jMd8mm2g4fWR88S00y4nVKR27kxpTg4F+/cHuim1in7D1SP1hSeJmT8HV6NmlHTsRuTKpaSNvh/cp972W48dpaRLT/Kv6wcWC9FLvqH+X8eUv287sAeTswxX0xY10YWAMz/+N8yzF/oDAd3bYVqSgXn48+Cq+liG/GJMny+G+kkYN18BhoF57veYH36pvIhp3jLIL8K45hJo1RjTxp2Yf/dX2LSrhnpVc1Y/voSDs3cT1TyGpO6pHFtyiGXD5+Nzec+6zpF5+3Hlu0i5Jo2YVnHkb8xh5e8Wkr8pp6a6JVIuYBkD999/f/nj1atXM2fOnLNajtfrxWKp2RQSw/Cf0JhMwXF10r35AK4lmzHFRRA/5VFMdiu5A/+Ge9VOyj5feVIWwIniP/gdADm3voAnr/iUyw+/+wrs3Vqdl7bXBtYt23EsXYEvNobcyf8Am434e0ZgX72esC++oazvDZXqGLExZE//F96WzQEo67OGhHsfxbZpK6b8AozYGCInvY+5uISi3w6l+KFhNd2tGlGQbbBohgeTGUZNDiMm0YTF4uT72V6+meY+KRPgJw/81QHAqw85yTpYeWebuc//+7vi11YGjLIzb6qbqX9xk3Ww6kBDMCvM9rFsRhkmM/xucjzRiWbMlnx+nO1k4bSSk64i/uSev/qvQrz9UB45B099wNzlpjC69w8/b22vTVybD1K2ZCvmuAjqTXkYk93K0YGv4Vq1m5LPV1eZBQBQ74OHADhy68v4TrENLHhzHu6th4kedhWF//z2fHUhKHw2ZAgAd86cSVzTpoFtTC2h33D1cOzYTOTKpXijY9k/YTLY7KT9fjARG1YT8+0XFFzXr8p6e9+tOLYsWTyPBs8/iu3IgfLX8m8ZQP4tA4ib8QFh2zae724E1ubdmJZkYMRF4ZvyF7DbMA8cg2nVZkyfL8bof03lOnFR+GZNgFZNADBuvgLLkD9j2rgT8gohLhrfY4OgfUswmzG8XszXjcC0/yim5Rsw2jSv4U6eP/mbczi25BC2ODuXTfkVZruFpQO/ImdVJgc/30Oj/hecVZ3Wj11MXPskTGYThtfHt9fNomR/EVnLjxDbJiEAPQ0+XiXAV5uAhZefeuop1q9fz9ixY9m/fz+DBw/m6NGjTJ48mYEDB3LnnXfy3XffVVl3xowZPProozz44INMnz6dL774goEDB3LXXXfxySefAP7MhPvuu49Bgwbx4IMPArBq1SruvPNO7rrrLv7xj38AMGLECHbv3g3Axo0bGTVqFECV7Rg8eDAvvfQSQ4cO5a233uLDDz8EwOVycdttt5UHDGobzyb/1Rtrq4aY7P4fj7WtPwXes/nAKev9XPkP/5PMDr8n55YXKJvz4zkvr7axbt4OgKdVc7D5syHcbdL9723dUWUdIyqyPCgAYHL7ryb6oqMwIvwHcvblqwGwbdhCcs+bSbqqH9Hj/g6lZeelH4FwcLsPrxsSU03EJPoDac3a+jc7+zaf3e/l6rushEXCok88vPW4kzlvubGHw4331b1MlcPbPXjdkJBqJjrRv94at/X38+Dmc7tCPX1sEb9vn8lfrs/mu/dLzrmttZlr00EAbK1Sy7eB9rb+NE3X5oNnvVznun0UvDmP2CdvOe2QBAld+g1XD8eOLQA4m7cCmz+g7Gx1kf+9nVtOWzdhyhvU+/uzJL/xAobZQu4d957fxtZSpp+u4LdqCnb/d9Boe/xkdvPuqitFRZQHBQD/UAHAiI6AiDD/ax0vBLO5UhlSEqup5bXDT1fwY1rFY7b7L0jGtvWfuOdvrvrq/s+pE98xGZO54kKjz+3PJApPiajuLoicUcBDLGPGjOGHH35gypQp7Nixg9WrV/Pvf/8bp9PJgAEDuPrqq6us5/F4eOutt8jLy2PEiBFMmTIFk8nEoEGDuOGGGxg/fjwPPvggl1xyCV6v/6rjCy+8wOuvv05KSgr3338/mzdv5uabb2b27Nk88sgjzJkzh1tuueW07ejcuTOjRo2ioKCAhx9+mAEDBjB//nyuueaaWpNB4F63h7I5K8ufm+P9VyRMkY7y10zh/h2rL6vgrD/HZLFgu6QFluYp+A5m41qyhYLH38cUF4nj8jZnvdxAs67fTNiX35Q/N+L8V29+OqEHMML9O0RL1plTvcxZOf4TfqDod8PLgwvm3HwAbBkbKPvVlTgWryDiw5kYFgtFo0ZWS18CLT/bf/IfdkImtj3C/zvJzzq7wEDDFmba9rSw8isvP8zx/7ZbdzPTsGXt+P1Vp4Js/wGCPbKib47j668gq+o05DMxmaFJOysN060U5xms/9bJp+OKsIWZ6Hln3bj66Fy3l5I5q8ufV7UNNB/fBnqzKo/V/jl8pS5ynphG2GWtiL67B8UzVpxDi6Wu0m/47IRtWUf0t1+UP/fGxgPgC684WfKF+ftqyc0+7bJiv5qJ7eghAJyNm1PWonV1N7d2Wrcd05xFFc/jY/z/RoZVvHb8WIasvDMvLysP81/+CYDx+7vLgwsnMr0wGdORbIyLL8T4VdXZqMEid10WB+dUBEzs8f79hzWy4tTJGu5/7MwqrXIZzuyyX1Rn4wurKDtSQvzFydT/VdVzWImcTwEPDJxo+/btbNq0icGDBwNQUlJCUVERUVGVU+3at/dPzrZv3z727t3L0KFDASgoKODo0aPs3r2bLl26AJQPNXA6naSk+Cfb69ixI7t376Z3795MmjSJESNGsGLFCp544gm+/vrrKtvxUz2AmJgY6tWrx/bt25k1axZ//vOfz89KOQueHUco/WBB+fPocXcDYBQ7y18zSvyPzUkxZ/05Eb+9jsiHri9/nv+H93B+sQrnvLXBHRjYuYfIqdPLn+c/788iMZVUbMRNpf7H3qTTp3lZ9h8i7oHHse4/SNGI+yi9qyLd0ZcQhyUzi+LfDKJk2ABcX31H3OPP4vhuaZ0JDMQezxIoOyEL21nsDwjEJp3difzkZ1ys/MpLr4FW7hplY94HHj6e4Ob1R108Oz3szAsIIjHHrzC6iiuCKD+tv7MdT9z11jC69a04eZg1oYh5b5eQ8bWzzpxUeHYcpeiDxeXP48fdBZy8DfQd3wZakqLP6jNc6/fh2XMMc1wExx54B++RPP9nH8jh2APvkDxp+Fm2XuoS/YbPjn3vTuJnTi1/fuSx/wPAXFqRGfHTY2/86a9M7546D1NpCTHfzCblH3+h4Z8eZte/52OE1+0rsqYd+zF/UBFc8Y172P+g+ISsxJ+Oa5LiTr+w/Ucw3/s8pn1H8D0yAOPu/xlC6fVi+vNbmKfPx2h7Ab5JY8Aa3DPFF+3IZ/cHFdkoHcZdCoCnuCLTx1Pif+xIqvp350gM+1l1DK+PdX9ezr7pO4htm0jXSVdjttbtOUOkdqpVgYELLriADh06MGHCBMCfom+3Vx6DDBUn+40aNeKCCy7g3XffxWw243a7sdlsNGvWjFWrVtGlSxd8Ph9msxmHw8HRo0dJSUkhIyODq6++GrvdTps2bXjzzTfp2rUrFovltO0wn5Audfvtt/PWW2/h9Xpp0KDB+Vw1v0h4/+4nzRvgPj6UwLP1IIbLjcluw7N+HwDWdP9MtL6cIny5RZiiwrCkxP2sz/Huy8LaJLnS6yZzcG/MyvrecNK8AdbN2/z/bt0JLhfY7dg2+HcWnlb+NDxTbh7m3HyMyAh8Kf51Yt2ynbgHn8Scm0fB07+n9M6+J32Op2VzLJlZFS8cH4pyYmZCsGvQwozFBtmHDfKzDGKTTOxe779K1ijdREmhQV6mgc0ByWk/73tzcIe/ftO2ZuxhJpq399c7vPPsrr7VZvVbWLHYIOewj4IsHzFJZvau908S1TDdSmmhj/xMHzaHicS0n3cQlrXPS3KTypv+IP/ZniSyf9eT5g1wbfIPmXJvPYTh8mCyW3Gt928Xbce3gd6cIny5xZiiHFh/zjbw+HmeK2PvyS8XlVG2YNO5d0LqBP2Gz07Bdf1OmjfAsWOz/99dWzG5XBh2O2FbNwDgbO4f2mfOz8WSn4sREYknKQVTaTFGWASYTBjhERRd1ouUf/wFS1EBlrwcPHU8MGD0vwbvifMG/DSUYOse/2SDdhum9ceHQ6Y39f+bUwC5BRAVXjEUYPNuzMP/AjkF+J65H2NgxQUhAJwuzL9/BdP8FRg9OuB77UmIDP7jmEb9Lzhp3oCfhgUUbM3F6/JisVvIW+/PVolJ92e0OHPKcOU6sUbZCE+JILZ1whnreJ1eVv1+EUfnHyCpRyqXvHYl1si6NzTyfPLqdoXVplYFBlq1akX79u25++67MZvNNGzYkBdffPG0deLj47njjjsYPHgwZrOZsLAwJk2axJNPPsmf/vQnPB4PUVFRvPnmmzz11FOMHDkSs9lMt27daN3an0526623cs899zB9+vRf1I7u3bvzpz/9iUcffbTa10V1srVphK1HOu6lW8gd/Crm+Cjca3ZhTo0n7GZ/VkXJtIWUTJyLvVd74t7wTwxZ/PbXeHcdxXs4F4CyT77HvWI7Ybdfhr3LBeQNm4g5ORprqwb4DuXiWrIZzCYcN3YKWF/PB0/rVjgv7YLjh5XED3sEIz4We8YGvPXrUdanNwARH84k6s3JlF3dk/x/jMWUl0/8sEcwFxXjbtEMy579RL30GgClA/rhbZxG8b0DcCxdQeQ707Ds3Y9jiT8VuezW60/ZlmATm2SiZz8LCz/28tLQMtJamlkx10tYBPQeZGPVPC/vjHbRON3EX2b5DyQWfOJh+yovezb5T/RXf+Ml66CTTr0tdO5tpWUnCwe3e/hkgouda31s/N4/nKBl5zp0VHxcTJKZbv3C+P7jMl4bmktqSytr5jpxRJi4YlAEa+c5mTq6kIbpVkbP8h+AfP9JKTtXudm/yX9VYt03LnIOFtC+t4MOvR1Me7qQkjwfTdrZKCnwpyEDdOnjOGU7gp29TRqOHq1wLt1G5uDXMcdH4lqzB0tqHJE3+7dXRdOWUDDxa8J7tSXpDf8Y5IK35+PelVm+DSz6ZDllK3YSdXs3wrq1oNHWV8o/o3jGCnJGfxTStyu8+L77aNyzJ6md/Os0vW9f4po2Zctnn7F11qwAty4w9BuuHs4WrSnudBmRq78n7fGheGPjCN+UgTu5PoXX9AEgfta/SZzyBkWXXcOh514jetHXJEybRFmbDvgcYUSu9t/5ytWoGZ76/oBg2IZVxH75KY59OwGw799Fyvg/4mrcjNy7fhOYzp4vbZpj9OiAaelazIP/BPExmNZsxUg9fscBwDTtS8wTP8bo1RXfG09BbiHmQX/CVFSC0aox7D6Iaey/ADAG3QhNUjH98XV/UMBhx2iSiunv//Z/XvuW5cutC2LbJJDUI5WspYf5YfDX2OMd5K45RlhqBA1v9t8yc8+0rWybuI6UXml0fePqn1Vn7R+/5+j8A5gdFqKaRLPl7xkAxLVPIu3mU9+KU+R8qPHAQFpaGpMmTTrptc8//7z88T333MM999xz2mX079//pOc33ngjN954Y6XPee+99056rUuXLnz88ceVlnfJJZewadPJV3iqaseUKVMq1Y2Pj+faa689bXtrg9iXh1I4djquhRvxuA9i65FO9JjbMVUxRuwnrsWbcK+omFzPvXoX7tW7sHVtCV0uIPyOy3B+uRrn56vAYsZ2cXMiHvwV9q4ta6JLNSr/pT8R/eJrOBYvw7TNjfPSLhQ+9Ts4RUaLqbgEc5E/f962Yze2HRXj1JzX9MTbOA13107kjxtD5NtTCJ8zD29qPQof+y0lg39dI32qKYPG2LFa3ayY62H1Xi8XdDQzYJSNmISqhxJsX+VlycyKuxHs22Kwb4uXpIYmOveGu560YbFCxndelszwEBVnokdfC3c+UfX/RbC7fUw0FquJNXPLOLbXSdOOVvqNiiY6oepAyM5VbpbPrEgVPbjFw8EtHhIamunQ20HXW8JY+p9SMr524vNCgwutXDUknK59g/8Kz+kkvjyIvLGfUbpwE7i9OHq0In5Mv/LJCKtStngLzhU7y5+7Vu/GtXo3YV0vwNGl7sy2XV0a9+xJx+PD+gDqd+xI/Y4dyduzJ2QDA6DfcHU5/Mfx1HvjBSKXL8LkcVPc6TIyHx6NcYr9sCutKd64BH95Zxne+ETyr+9P9uDfwvE5oewH9xE7r+K7ac3NJnbeLEraX1L3AgOA7+XfYxr7L0wLV4Hb47/CP+a+KucLAKC4FFORf8iGads+TNv2lb/l7d3NHxjI9F9JNzldmP7934rP6nc11KHAAECnl3uyceyPHF14EJ/bR1KPVNqOuQSL/dRXrM9UpyzTP5zD5/Sy59/byuul9WuuwIDUOJNRW6fSP+69997j228rbgFlNpt5//33A9giv8OHD/Pkk09y7bXXMuT4LZp+icuZdx5aFToWcy1xriOBbkbQyrPXZxkXB7oZQas7a5jH5YFuRlC7lsX05oszF5QqfUMfnqslE94Go2cMQ7/hc3QtizHtO7c7K4Qyo7GVFtTxWySeRzu4iMf5v0A3I6i9zNOBbkK1uIVPAt2EX2Q2tfcCYK0aSlCVYcOGMWxY7bvHe2pqapUZBCIiIiIiIiLBpO4NyhURERERERGRn63WZwyIiIiIiIiI/C+P7kpQbZQxICIiIiIiIhLCFBgQERERERERCWEKDIiIiIiIiIiEMM0xICIiIiIiIkHHq9PZaqOMAREREREREZEQpsCAiIiIiIiISAhT7oWIiIiIiIgEHa9uV1htlDEgIiIiIiIiEsIUGBAREREREREJYQoMiIiIiIiIiIQwzTEgIiIiIiIiQUdzDFQfZQyIiIiIiIiIhDAFBkRERERERERCmIYSiIiIiIiISNDxaChBtVHGgIiIiIiIiEgIU2BAREREREREJIRpKIGIiIiIiIgEHa9OZ6uNMgZEREREREREQpgCAyIiIiIiIiIhTIEBERERERERkRCmQRkiIiIiIiISdLy6XWG1UcaAiIiIiIiISAhTYEBEREREREQkhGkogYiIiIiIiAQdDSWoPsoYEBEREREREQlhCgyIiIiIiIiIhDAFBkRERERERERCmOYYEBERERERkaCjOQaqjzIGREREREREREKYAgMiIiIiIiIiIUxDCURERERERCToeDSUoNooY0BEREREREQkhCkwICIiIiIiIhLCNJRAREREREREgo5Xp7PVRhkDIiIiIiIiIiHMZBiGEehGiIiIiIiIiPwSbVgT6Cb8Ipu4ONBNOCXlXgTI1fw30E0Iat9xPewwBboZwauFwVsMC3QrgtaDvMfDvBLoZgS11/kD7fgx0M0IWuu5hHlcHuhmBK1rWcxzJu1DzsUzhsE/GRLoZgSt3/ABw3k90M0IWu/wMMN4K9DNCGrv8WCgmyC1jAIDIiIiIiIiEnS8ul1htdEcAyIiIiIiIiIhTIEBERERERERkRCmoQQiIiIiIiISdDSUoPooY0BEREREREQkhCkwICIiIiIiIhLCFBgQERERERERCWGaY0BERERERESCjkdzDFQbZQyIiIiIiIiIhDAFBkRERERERERCmIYSiIiIiIiISNDx6nS22ihjQERERERERCSEKTAgIiIiIiIiEsKUeyEiIiIiIiJBx6u7ElQbZQyIiIiIiIiIhDAFBkRERERERERCmAIDIiIiIiIiIiFMcwyIiIiIiIhI0KnrcwzMnz+ft99+G5PJxOjRo+nQocNJ70+YMIHly5cD0Lt3b+6///7yx6mpqQDccMMNDBw48IyfpcCAiIiIiIiISC3i8Xh47bXXmDZtGkVFRTzyyCN89NFHJ5W57bbbeOyxx/D5fAwcOJCbb76Z1NRUwsLCmDJlyi/6PAUGRERERERERM6zgoICCgoKKr0eExNDTEzMSa/t3buXZs2aERkZSWRkJD6fD6fTicPhKC/TtGlTAMxmc/kfgNvtZvDgwURFRTF69GgaN258xrYpMCAiIiIiIiJBx+sLrqEE77//PhMnTqz0+ogRIxg5cuRJr+Xn5xMdHV3+PDo6mry8PFJSUirVnzNnDo0bNy5/76OPPiI+Pp7Vq1czZsyYn5U9oMCAiIiIiIiIyHl2zz330K9fv0qvn5gtMHXqVL766ivsdjuxsbHlrxcWFhIXF1ep7rJly5g+fTqTJk0qfy0+Ph6ATp06kZeX97PapsCAiIiIiIiIyHlW1ZCB/zVo0CAGDRqEx+Ph17/+NSUlJRQVFWGxWE4aRgCwadMmXnnlFd5++23CwsIAcLlcGIaBw+Fg7969leqcigIDIiIiIiIiIrWI1WplxIgRDBs2rPyuBACbN29mxYoV3HPPPTz77LMUFRWVD0P44x//SEJCAg8++CARERF4vV7+9Kc//bzPO289ERERERERETlPPJ7gmmMA+y8r3qtXL3r16nXSa61bt6Z169YAfPzxx1XWmzlz5i9umvkX1xARERERERGROkOBAREREREREZEQpqEEIiIiIiIiEnS8niA7nf2FQwlqkjIGREREREREREKYAgMiIiIiIiIiISzIci9EREREREREwBtsdyWoxZQxICIiIiIiIhLCFBgQERERERERCWEKDIiIiIiIiIiEMM0xICIiIiIiIkFHcwxUH2UMiIiIiIiIiIQwBQZEREREREREQpiGEoQIX24x+eNmULZgI7i92Ds3J3ZMf6zNU05Zp2DCHEq/Xod3TyYAcS8MJKJ/t4r3X5tL0cT/VqqX8sNYLAlR1d+JAHG6TIz/VxJfLo6muNRMmwucjB5+jA7pZVWWH/VKCt9nRJKbbyYywqBtizIeG5pFmwuc5WUOZlp5+b0kvl8TSUmZidRkD48NzeK6HkU11a3zxuP0sXj8HrZ+mYWr2Ee9NpFcObopqR2iz7p8wcEyFr+8l33f5+Mu8RKd6qDnY01oeV0iALsW5LD89QNk7yjBFm6h1Y2JXP5EU6yOuhP7dOWWsW3c92Qt2IvP7SO+c31ajelBZPO4c65Tsjef5X2n4y3xEJWeSPdZt5/fzgSAkVuId9xUfAvWgNuLqXMrrGMGY2re4JR1PBP+g+/rH2HPEQAsL9yPpf8VFcvML8b7t4/xfbcGcgoxXdgIy5MDMHdtfd77U5PcToOZ44tY/WUZzmKDRm1s9B8dRdMOtirLfze5hB8+LeXwDi+GD24YEUGfkRX7hGUzSpk6urBSvSemx9OkXdXLDBXdHnmEi++9l+SLLsJssbDg2WdZ+NxzgW5WjfM4fSwcv48tX2bjLvZSr00kV49uQmqHqo8tzlT+7WvWUHDQValeWtdo7prShpIcN7NHbidrRymuYi8R8Vaa9IjlqqeaEB5Xdw6V3bml7Bq3iJwFe/C5vcR2bkDzMVcS0Tz+nOoUb81i94TvKVh5EMNrENYohhbPXkNsl1NvX4OBO7eUPeMWkLNgN4bbS0znhjQbcxXhzRPOqU7x1iz2TlhC4cqDGF4fjkaxXPBsL2K6NKRkZzY7nvqa0t25+Mo82JIjSOx1AU2euByzo+58F6uTx62hBNWl1hw1z5gxgxUrVgS6GXVW7uMfUDp7JdbmKdi7t8K5ZAvZw9/CcHlOWce1di/WhvGY4yJPu+yw6zoQOeTK8j9TWN06sBv7djJTP48nKc5L7+5FZGwJY9jTDcnJr/rncyjTRte2Jdz2qwLior0sWR3Jw3+p2Dnm5JsZ8HgjvlwUQ7OGLvr1LqBxqpsDR+rGelswdjcZU48QkWSnRe8EDmcUMmPYJkpz3GdVvjTHzX8GbGDbl9nENwunTb96xDUOI/+APzBzaE0hsx/awrEtxbS8LpGYhg4yphxh4bjdNdbnmrDx8fkcmb2dyOZxJHRvSPaSA6wZ/gU+l/ec6hheHxue+Bafy1cT3QgYz+Nv4Ju9FFPzBpi6t8FYsh738PGn3QYaa3diapgEcac4GXn8DXwfzseUEI355sswth/Ac994jINZ56sbATF9bCGLppYSnWSmfW8HuzPcTByWR1FO1d+ZfRvdRMSZiU89/SFGeg8bVw0JL/+LSao1hyQBk9q5M6U5ORTs3x/opgTUd2P3smbqUSKTbLToncChjCI+GbaZklPsR85Uvm3/ZDoNqV/+F51qByC+cRgAnjIfrhIvF1wTR5tbkvA4fWycmcV3L+ytmQ7XkK2Pf0Xm7K2EN48nrnsjcpfsY8Pwz067HzlTnZLduawd8Am5C/cQ3aE+9W5NxxYfjvNo8F/o2P74XI7N3kJ48wRiuzcmb8leNg2fedr1daY6pbtz2TDgP+Qt3E1Uh/ok39oaW3w4ruPry5NbhsliIvH6liTd0BJPTimHp2RwYJLOkeT8qzWhp/79+59VPa/Xi8VS85GiQH3u2XBvPoBzyRZMcREkTRmJyW4la+CruFbtovTzVSdlAZwo6YMRAGTeOh5fXvEplx959+U4urU8L20PtOw8CzPmxWI2G0wed4DEOC8WC8z+LoZpn8cz8u7sSnWmvHig/PHGHQ76P9KEI9lW3B6wWeGD2fEczbbRr1c+L/7haE1257wryXaxcUYmJjPcPrkNEYl2TBYTW2YfI2PaYS4d2fgXl1/zwWGKjrpo0y+Z616s/D3b8XU2hhcuvDWJ615oSVmBhzcvWcGGTzPpPqIRkcn2mur+eVO4OYvsJQewxTnoPOUWzHYLKwfOIm/VEY58voMG/S886zq731xN0dYcGg9rz95/ZtRwz2qGb/NejCXrIS4K65SnMdmtuAc+j7FqG77Pvz8pC+BEtg/+CID71j9i5J18kGsUlWIsXgeAdeLvMTVMwhMZhu+Dr/C++wXWP91zfjtVQwqzfSybUYbJDL+bHE90ohmzJZ8fZztZOK3kpEyAn9zz11gA3n4oj5wqrtL+pMtNYXTvH37e2h6MPhsyBIA7Z84krmnTwDYmQIqz3ayfcQyTGX49uTWRiTbMFtg0O5s1047SY2TaLy5/2YiKOiU5btb9x7/v7TS4PgAxDRwMmdmuvMzKluEseHEfBQec1BVFm4+Ru2Qf1rgw2k+5DbPdwtqB0ylYdYhjn28lpX+bs6qz/40VeIvdNB7RlSYjuwegZ+dH8eZM8pbsxRoXRtspv8Zst7B+4H8oXHWIrM+3UK//RWdV58Aby/AWu0gb0Z3GIy+ttIyYLg1p99Fd5c8tsd9xZEoGzgMF57W/InCOgYHly5czadIkwsPD2bVrF4899hifffYZe/bs4Xe/+x0ul4vp06dTWFhIz549+f3vf4/H4+GJJ54gKyuLTp06MX/+fD7//HNee+01WrZsyfXXX8+7777Lf//7X+x2O/fccw/XXnttpc/u06cPV1xxBRs2bGDixIk8/fTT5Ofn43A4eOmll0hISKi0nF69evH000+zd+9ezGYzzz//PE6nk3/+859MmDABgN/+9rf88Y9/xGw28+yzz+J0OomLi+Ovf/0rGRkZ/Otf/8Jut9O6dWu+/fZbPv74YywWC++88w5JSUn07dv3XFbpeeHe5D9RtbVqgMnu/y+3tW2Ea9Uu3JsPnvPycx7+F7g9WJokE/WbXkTc3OWcl1lbbN9rx+0x0TDFTWKcP9rbtmUZs7+LYfMuxynrTZ0Tx459dn5YGwHAsH652I7/2pZl+F/LzLHS4+7meLwmLu9czB/vzyQhNriv2mZvL8XnNohp6CAi0X9CntI2ki2zj3Fsc8lZld+3LB+AokwXk3r8iM9j0PTyOK76YzPCE2zlwwVyd5fhLPJwdL3/BM7nNsjeUVo3AgOb/Fego1olYrb7A5LRbZPJW3WEws1ZQBWBgZ9RJ39dJrvfXEOrP16GJbzWxImrnbFpDwCmVo3Kt4Gmts0xVm3D2HyWVwTtVrCYwePF2Lgb4qIwdvi3p8aWfdXR7Frh8HYPXjckNjQTnej/rTVua+PH2U4Obj51tsXPMX1sEf95tpCEBhZ6Dgjn6nsiqqPJEuSyt5eU7xciE/2ZdClto9g0O/sU+5FfVn7th5l4nAaNu8eQnH7yd+7bsXtxFXnZMT8Hq8NE56H1z0MPA6No0zEAIk/YJ0S1rUfBqkMUbc6iqoGlP6dO3g/+Y8zC9Zn80O1tTFYzSde3oNnjPbCEB28m5E99j2iVdELfUyhcdYjizcfOuk7eD/5soKL1R1nR7U1MVjOJ17eiyeM9y9eXO6+MA68vw5NXSvbXO7DEOKg/oP3566zIced8JFhcXMw777zD6tWrefLJJ/nvf/9LdnY2TzzxBG+//TY33XQThmEwYMAAMjMzWb16NcnJyfztb39j5cqVzJ8//6Tlbd26lSVLlvDhhx9isVjweqtO1yktLeXWW29l1KhR/PWvf6Vv37706tWLb7/9lvfee4+bbrqp0nLmz59PeHg406ZNY926dbz88su8/vrr7N+/n+LiYtxuN0VFRTRq1IhHH32Uxx57jPT0dKZMmcLMmTNp1qwZ2dnZ5cGA0tJSlixZwpVXXsm8efN47733znV1VgvXur2UzllV/twc7x8KYIqsOJE1hfsfe7POPgJpspixX3IB1uYpeA/m4FyyhbzHp2COiyTs8roxxjY7z/8TiQyrOGGPOP44K/fUGSNfLY1ixXr/AUf9JDedWpeWv5db4K+3cmM4fa4sZM3mcOYsiKGkzMwbfzpU7X2oSSXZ/rRNW2TFurFF+B8XZ1W+cvhzypfm+sscXFlIep8kDq0pZMucLNwlPm55I522d6Sw7qMjHF5TyBudT061K6niM4NB/rpMjszZXv7cFu+/qmqJrNhk/3Qi78oqpSqu7NLT1vGWutn4xLckXNaQRndfxKEZW6u3EwHkW7cT35zvy5+b4o/PVxEZVlHo+DaQrPyz+gyT3YZ56A343vkcz8hXT3rPOMtl1kYF2f7tnT3SVP6aI8L/uCDr7AKZJjM0aWelYbqV4jyD9d86+XRcEbYwEz3vVAZBqCvJ9gec7JEVQ0tsEf7HVe9Hfn55r9tHxof+bIHO91Q+6V/9wZHyx6kdIolvFlapTLAoXHeEzDnbyp/b4v19sURWnKz/dCLqyqo6K9SdXXLGOu48/76mcM1hkq5rQc6iPRyeug6T2cwFY6rOxqqNCtcdIWvOlvLn1vL97i9ZX8VnrOMpX1+HSLyuJXmL9nBkagYms4lmY64CwFvk5PAHa8qXEXdJGvYGMefUv7rM5627FzZq2jmvyTZt2mA2m6lfvz4tWrTAbreTmppKfn4+y5YtY/Lkyfh8Pvbv309mZib79u2jbdu2ALRr167S8nbu3Ennzp3L0/RPla7vcDhIT08HYPv27axatYrJkyfj8Xho2bJllcvZvXs3HTp0AKB9+/bs2+e/qtO7d2/mzZtHSUkJN9xwQ3k7xo4dC4DT6eTKK6+kWbNmtG3btnyZt912G3//+9+Jj4+nRYsWRETUjqsdnh1HKP5gYfnzuHEDADCKK1LijBL/Y0vS2W9oon77K6Ifuq78ee4f3qf0i9WUzVtXZwIDiXH+A47isooDjuJS/+Ok+FOPMZvy4gGcLhOLV0UwclwDHnmhAV/9czdpKR7iY73sOQS3XVvAMw9lsm6bg1//vgmLVkbg8YI1OEaoVCni+NUad3HFuvnpcWRS5Sv3P6d8eLyNvD1ltL2tHtc805wj6wr58Nfr2bMoF5/HIKaBg3vmXszWL7IoPuYipW0Ui8bvJX9fGeEJwXm1onhHLvs/2FD+vM24KwHwFldcofWW+AMm9qSqT6TsieGnrVOw/hgle/KxxTnIeGAuZUf8By2lBwrJeGAuHSfdUI09qlnGjoP4Pviq/Lll3G/8D4pPmDC05PjjpNiz/hzrE3fh69EW36qtmBz+76t3wn8qAhF1QMzxLAFXsVH+mvP447OdE6DrrWF061vxvZ01oYh5b5eQ8bVTgQEhIvF4ALO4IvB0+v3Izy+/5Ytsio+5iWvioPlVcZWW9fjWbjgLPfz4zmGWvXWIzx7axvCvO55TfwKlZEcOhz7IKH/eclxvALzFFfM0VOwTqp5LypYYccY6tvhwXJnFNHqgC2nDO3Ns7na2PDqXnG93BVVgoHRH9kkn4xeM+xXwS9dX5Bnr/LS+0h7oSsPhXciau41tj35Bzrc7ywMDYWmxXLb197hzStj71yVkztjIjqe+4qL3bqum3opU7ZwDAyaTqcrHhmHw6quvMmXKFKKiorjrrrswDIMmTZqwatUqbrnlFtavX19peS1atODTTz/F5/NhNpvL//1fJwYMLrjgAi677DIuv/xyAFwuF3v27Km0nKZNm7J8+XJuueUW1q1bR6NGjQC45ZZbGDNmDG63m1df9V/5adasGY8++ijNmzcvX+aaNWtO+txmzZpRUFDAu+++y5Dj4wJrg4j+3U6aN+CnoQTurYcwXB5Mdiuu9f6giC3dPymeN6cIX24x5igHlpS4n/U53n1ZWJskV37DbKr8WpBq0diFzWpw+JiVrFwLSfFe1m/3R93TmzkpLDaTmWPBYTdIS/FQ5jRhsxpYLOCwG1zRpYSIMB9FJRYOHLGRluLhwmZO1mw+4eDX8K8vh93AEuRzbyW0CMdsM1F42ElxlovIJHt5an9SegTOQg/FmS4sDjOxaWFnLA+QfGEEh9dUnsHc4jBjsvi3NY5oKx0HpQKwf1k++fvKsEWYT3knhNquQf8LT5o3oOD4sIDCrdn4XF7MdgsF6/1pidHp/jszuHJKceeWYYmyE5YSSVTrpNPWMY6f5+VnZJ702d4iF1kLgjsV3tL/ipPmDfAdH0pgbN2H4XJjstsw1u8CwJTun/fCyCmE3EKICsOUcuoZp09kuDyYL2uL+bK2GF4fnntf9C/zsrbV2JvAqt/CisUGOYd9FGT5iEkys3e9/0C3YbqV0kIf+Zk+bA4TiWk/L6qZtc9LcpPKhx9V7OolBCW2iDhhv+AmMsnGkfX+wGXy8f1IUaYbq8NMbJrjjOVPtPqD43MLDKmP6YRjFVeRF3uU//vriLbS/Ko4lr11iPwDTrxuHxZb8H05U/q3OWnegKJN/m198dYsfC4PZruVovX+9RGZ7t9fuHNKceeWYomy40iJKt+PnK5O5IVJuDJPuIJ+fOdijgiuwHy9/hedNG/AT+urZOuxE/ruzyiJSPcf+/7v+opsnXzGOhEXJle5viwRx4PLRS4sUf7HtoQIYns0JnPGRkr35J6vrouUO6+5F3369OHuu+8+6Wp6r169+O9//8vgwYNp27YtNtvJG45WrVpx2WWXceeddxIWFsaQIUOqnGPgRA8++CB//vOfeeeddzAMgzvuuIObbrqp0nJ69+7Nt99+y8CBAzGZTDz//PMA1K9fH5/PR1RUFPHx/tuvjBo1ir/85S+UlPjTqH77299WGaC45ZZbeOutt+jUqdM5r6/zxdYmDUePC3Eu3UrW4Ncwx0fiXrMbS2oc4cfnAyietpiiif8lrFc7Et4YDkDh2/Pw7MrEe9i/MSr55AecK3YQcXt3HF0uIHvYG5iTY7C1SsV7KBfnki1gNhF+Y+1dF79UUryXfr3y+firOIaOSaNlEydzF0cTEe5j0M15zPs+itF/r096szJmTdzH2q1hPPbXVC5pW0JMlI9VG8MpKrGQEOvhohb+LI2hfXOZ/lUsn86LocxlImOzP9DQ95oCTEEeU4lMstOmXz02fHyUT4duJLFlBNvmZmOLMNNxUCo75uXw9egdJKdHMGhWxzOWB+g0tAEbpmey4dNMPGU+Dmf4gwRt+iZjMplwFXt5/4Y1NLo0Fp/HYMe8HAC6j2hUfqAX7GLaJJHQI42cpQdYNXg2tvgw8tccxZEaRf2b/RMy7p+2kd0TV5Hcqykd3rjujHXMdgu9tz5Q/hmHZmxl0+gFdfJ2heY2TTH1aIuxdAOewWMhPhpjzXZITcR882UAeKd9jW/iTEy9OmN74/f+196ejbHrMMZh/ySjvk8WYKzYjPn2qzB3uRDvq9MxNu7G1Lgextqd/rkFUhOxDLnulG0JNjFJZrr1C+P7j8t4bWguqS2trJnrxBFh4opBEayd52Tq6EIaplsZPcsfUPn+k1J2rnKzf5M/W2XdNy5yDhbQvreDDr0dTHu6kJI8H03a2Sgp8A8lAOjS59TztoSKi++7j8Y9e5J6/JgivW9f4po2Zctnn7F11qwAt65mRCbZaNsviXUfH+PjoZtJahnO1rk52CLMXDwohe3zcvnv6F0kp0dwz6x2Zyz/kwMrCzi6sRhHtIW2/U6+qPHje4fZ/nUOKW0jMZlM7FrgP+5p3D0mKIMCVYlqU4+4Ho3IW7qfdYNnYIsPo2DNYRypUdS7uRUAh6atZd/EFST2ak6bN276WXXShncid/Fe9r+9ktI9eeQs9s/bktIvuDNHo9rUI7ZHY/KX7mPD4OnY4sMoXHMYe2o0yTf7A/eHp2VwYOIyEnpdQPobt/ysOg2HdyFv8R4Ovr2C0j255C3eA0ByP38QZ9fY7yjdkUNEqyQMl4ecb/1B7PieTWp+JQQLT9041qsNzikw0K1bN7p181+ZTktLY9KkSeXvff755wDcf//9leqNHz8em83GsmXLOHz4MAAjR44sf/++++7jvvvuO+1n/7R8gNjY2PIr/Seqajkvvvhilcv73/kBGjZsyFtvvVWp3E/9/YnJZOL222v/QXTcy0MoGDuDsoWbwO3B0eNCYsbcVj4RV1Wci7fgWrGj/Llr9W5YvRtH1xbQ5QIi7riU0i/XUPr5arCYsV3cjOgHr/W/X4eMeeAYVivMXRzF3kNRdLywjFHDj5EQW3koQb1ED80auvh+TSTFpWbiY71c37OQhwdkEx3pT3Ns1tDNW88c5JX3k/h8QTTJ8V4euCObhwfk1HTXzourxzTFYjWxbW4WeXtzSO0YzRWjmhJxirT+M5WPbxbOrW+ls/SVfWz5/BiRyXYueaAh3R/2Z/yYbSZiG4Wxa34OnjIfcc3C6TQklba/rmoqpeDV9uVr2Db2e7IW7sPn9pHQI40Lx1xWPsFRddWpq6wvP4x37BR8CzPA7cHUoy3WMUMw2U99Vcu3eB3Giooxp8bqbRirt2Hq2hq6XIipRQN8c5djrNwKkWGYb7oUy+N3YTrF7Q2D1e1jorFYTayZW8axvU6adrTSb1Q00QlVnzDtXOVm+cyKYRsHt3g4uMVDQkMzHXo76HpLGEv/U0rG1058XmhwoZWrhoTTta+GETTu2ZOOQ4eWP6/fsSP1O3Ykb8+ekAkMgH+/YLaa2Do3hx17y2jQMYqrRjU+7X7kTOVXHZ8/oN2vk7FHnrwNrNc6gp3f5rL9qxx8HoPIenY69UnishENz18nAyD95evZOXYROQt3Y7h9xPVoxAVjrsR8mmPBM9WJ696IC8f/in1v/sjRWVsIaxBNsyd70nDoxTXVrfOm1cs3snvsAnIX7qbE7SW2R2Oajbn6tOvrTHViuzei5fjrOfDmco7N2oyjQTRNnrycBkP9wcDojqkUrTtC1hdbwGTCUT+axCEtSftt1xrps4Q2k2EYxpmLVa8HH3yQwsJCPB4PY8eOpUWLU59I5uXlnRQ0AP/Y/tow+/8777zDN998w6RJk4iN/WXjVK/mv+epVaHhO66HHUF+eT2QWhi8xbBAtyJoPch7PMwrgW5GUHudP9COHwPdjKC1nkuYx+WBbkbQupbFPBfsKVoB9oxh8E9qzzDKYPMbPmA4rwe6GUHrHR5mGJUv4MnP9x4PBroJ1cK079zukFPTjMa1d7LEgLSsqivxpxIXF8eUKVPOY2vO3vDhwxk+fHigmyEiIiIiIhJ6NJSg2tSNgVMiIiIiIiIiclYUGBAREREREREJYQoMiIiIiIiIiISw2jv7gYiIiIiIiMipeDSRbHVRxoCIiIiIiIhICFNgQERERERERCSEaSiBiIiIiIiIBB9PoBtQdyhjQERERERERCSEKTAgIiIiIiIiEsIUGBAREREREREJYZpjQERERERERIKP5hioNsoYEBEREREREQlhCgyIiIiIiIiIhDANJRAREREREZHgo6EE1UYZAyIiIiIiIiIhTIEBERERERERkRCmoQQiIiIiIiISfNyBbkDdoYwBERERERERkRCmwICIiIiIiIhICFNgQERERERERCSEaY4BERERERERCT7eQDeg7lDGgIiIiIiIiEgIU2BAREREREREJIRpKIGIiIiIiIgEH0+gG1B3KGNAREREREREJIQpMCAiIiIiIiISwhQYEBEREREREQlhmmNAREREREREgo/mGKg2yhgQERERERERCWEKDIiIiIiIiIiEMA0lEBERERERkeCjoQTVRhkDIiIiIiIiIiFMgQERERERERGREKahBCIiIiIiIhJ8NJSg2ihjQERERERERCSEKTAgIiIiIiIiEsIUGBAREREREREJYSbDMIxAN0JERERERETklzDNDnQLfhnjlkC34NQ0+WCAmP4T6BYEN+NOyCUi0M0IWvGU8HteDHQzgtbfeArT94FuRXAzLgPTu4FuRfAy7gXTPs24dLaMxlb+yZBANyOo/YYPeM5kCnQzgtYzhsHDvBLoZgSt1/kDV/PfQDcjqH3H9YFugtQyGkogIiIiIiIiEsKUMSAiIiIiIiLBR8lz1UYZAyIiIiIiIiIhTIEBERERERERkRCmoQQiIiIiIiISfNyBbkDdoYwBERERERERkRCmwICIiIiIiIhICFNgQERERERERCSEaY4BERERERERCT7eQDeg7lDGgIiIiIiIiEgIU2BAREREREREJIRpKIGIiIiIiIgEH0+gG1B3KGNAREREREREJIQpMCAiIiIiIiISwhQYEBEREREREQlhmmNAREREREREgo/mGKg2yhgQERERERERCWEKDIiIiIiIiIiEMA0lEBERERERkeCjoQTVRhkDIiIiIiIiIiFMgQERERERERGREKahBCIiIiIiIhJ8NJSg2ihjQERERERERCSEKTAgIiIiIiIiEsIUGBAREREREREJYZpjQERERERERIKP5hioNsoYEBEREREREQlhCgyIiIiIiIiIhDANJRAREREREZHgo6EE1UYZAyIiIiIiIiIhTIEBERERERERkRCmwICIiIiIiIhICNMcAyIiIiIiIhJ83IFuQN2hjAERERERERGREKbAgIiIiIiIiEgI01ACERERERERCT7eQDeg7lDGgIiIiIiIiEgIU8ZAiEiww98vhpsagN0Mi4/BI2tgW+GZ645uDePa+x8/ugZe3eZ/PLIlDGoCLaL8y9xSCM9vhDmHzl8/AsHphNfGxzH/ywhKik20auPmkdF5tO3gqrL8uKfjWbfawdHDFmx2g4vauxj5ZB7NW3oAcLlg4vg4Fn4TTk6Whdg4H117lvHIU3nExvlqsmvnjSu3jE3jVpC5YD+G20d85xTajOlGVPPYs66z54NNHJy9k5J9BfjcPiKbxdLy4Y6k9GoMQMmBQhb0ml5puelPdqH5fe3OT0drkLkol3r/Hkfk2gWYPG5KW3Umc+AY3KnNT1mn4V+H4di/BUtJId7IGEpbdubYnU/iSW5UXsa+fytJ0ycQvm0lJp8Xd3Ijjg55lrJWXWqiWzUmwQF/7wY3NTq+DTwKjyyDbQVnrju6PYw7vjoeXQavbjr5/QuiIaMvRNkgIxsunlXtza8VzAV51HvjRSKXL/R/B9t2IvOh0bgbNTtlnYajhuPYtRVLUQHeqFhK217MsfufwJOaBkDE6h9I/OB1HNs3YXY5KWl/CQcmTK6hHp0fHqePheP3seXLbNzFXuq1ieTq0U1I7RB1VuXfvmYNBQcr72/SukZz15Q2lOS4mT1yO1k7SnEVe4mIt9KkRyxXPdWE8LjQOszr9sgjXHzvvSRfdBFmi4UFzz7LwueeC3SzAsKVW8a2cd+TtWAvPreP+M71aTWmB5HN4865TsnefJb3nY63xENUeiLdZ90OwManvuPwzG1VLrv31geqq2sB48stJn/cDMoWbAS3F3vn5sSO6Y+1ecop6xRMmEPp1+vw7skEIO6FgUT071apnGfvMY71HY9R4sKa3pB6s548b/0QOZWAZwzMmDGD0tJSAA4cOMDChQt/8TKeeuop1q9fX91Nq1OmdYfBTWFLAcw/CtenwldXgu0M34COcfDsReCu4ny1f5o/4DD7EKzPhy4J8GkPf5265O9j45k+NZqEJC9X9C5lQ4ad3w1LJi+n6pU3+5MoIqN8XNunhMhIgx8WhfPIfck4nf73358Uw8dToikuMnP1dSUYwJczI3n1hbga69P5lvH4Ig7N3klU81gSu6eSteQgPw7/Gp/r1PleZ6pzZN5e3PlO6l3TmOhW8RRszGb1774lf1P2ScuJuiCWpkPalP/FXpR0XvtaU1InPU7MD7NxpTanpE13IjcsIW3CcPBUHaACsOYeoaTd5eT37A9mC9Grvqb+v0aXv287sptG4wYQtW4hZc07UHDZrXij47HlHq2JLtWoaVfC4BawJR/mH4br0+Cr637GNjABnr246m0ggNkEU68Eh6X621zbpL7wJDHz5/D/7d15fFTV/f/x18xkZpLJnkxIAmHfAoRFUEHADahLrQq0WkVA3KpfBawLKgW1tkXR2vZHQS1qrWWp1gUEVERFQVGByi6EJUACgYSQfc+svz9uSIgJBBAIQ97PxyOPzHLOnXMmN3f53M8519W6PeV9+hP6/TckTf4NuI+zDh4+RPmFgym6egRYLISv+pyEP0+ped+amY6pqhJXu05nowtnxZfTMtgw7xChTiudhsVwcGMp796RSnl+w1NnN1Y+ZWQcfccm1PyEJ9oAiG4TDICn0oer3EvHIVF0v8GJp8rH1oW5fPlcxtnp8DkksV8/KvLzKd6/v6mb0uS2Prqc7MW7CO0QRcyAVuStymTD3R8ddz98InX8Xh8/TPoCn6v+RjF2UBKtx6bU/EReYJwwh7SJOP0dbAIFj86hYvH3BHWIxzagC1WrtpN39z/wuzzHrOPalEFQq2jMUaHHLOP3g1oNqwAAXXlJREFU+iiYNPe4y5Hj8ATYzzmsyUPJCxcu5IorriAkJIQDBw6wcuVKLr/88jP6mV6vF4ulGRzFVesdZQQC8qrg8i+NA9yvhsClcTCqDfw7veF6drMRUPjqsHHwfHmLuu8/sRnW5oEf4+B458+hYxhc2QI2Fp7ZPp0t+XlmliwIxWz2M/PNw8TE+rBY4JPFobw7P4x7JtS/3PjqW4fo1dc4UD6YaWHk0JYcPhTE3jQryT3cHNhn/NvdcFMpEx8v4t15Yfzlj9FkHTg/1sni1DxyVx3AGmVnwNxrMdssfDfqYwrWHeLgh3tIGtn5lOp0faQfUb3iMJlN+L0+Vl69gPL9JeStySKye2zNsiJ7xdF9Sv1ofCCz70sl9IdVeEOj2P/EXAiykfTsKBy71hGx+kOKB49ssF7Gs0trHpd//yktX5qA9XBmzWuxi1/GUllG3o3jyRs+4Yz3o6n0jjECAXmVcPnH1dvAn8OlCTCqA/w7reF6dosRUPjqEFhNcHli/TJTe0OvGPjLD/BErzPbj6ZkT0sl9Ptv8IZHsv8vb4LVRtJDY3D8sJ6ILz6i+OoRDdbLeGNJzePyrz+j5R9+izW7dh0suuFWim64lagFcwjeufVMd+OMK8tzs2XBYUxmuOnNboTGWjFbYNviPDbMP8SgCUknXX7g+No65fluNv/XCNz1HZMAQERLO2MX1mZFfd85hBXT91GcWXUWenxu+WDsWAB+vXAhUe3aNW1jmlBJai55qzKxRtnpN/cGzDYL349aROG6bLI/TKPlyK6nXGfvK+sp3ZFPmzt6kfHaxjrLSLi+MwnX1+7j14x8H4DWY1LOXGfPEndqJlWrtmOKcuCcOwGTLYjcUTNwrdtDxYfrGswCAHDOGQ9Azo0v4Cssa7BM6SvL8Ow4SNgdV1L62vIz1gcJTMuXL+fVV1/FZDIxefJkevfuXef9mTNn8sknnxATE0NYWBivvPLKCdVryFkNDOTn5/Poo4/idhtR8AkTJpCamsr9999P3759ycjIYPPmzezatYunn36aDz74gC1btlBcXMwDDzzAsGHDKCwsZMqUKRQVFWEymXj11Vdrlr9//36efPJJnnrqKTp0qJtem5mZyaOPPkrLli2Jjo7mZz/7Gf/4xz+orKykffv2PPfcczVl2rRpw44dO7j55pu57bbbyM7O5pFHHiEkJITExESsVitPPfUU3333HbNmzcLv9zNw4EDGjx9/Nr/OE3ZBtPF7c2HtVa/v843AQJ/oYwcGnu8NCcFw1UqYN6D++2vqXqjFVn3lLbPidLT63LB3lxWP20RiKw8xscaX1y3FxSeLQ9mVam2wzpGgAIDHbQLAbPbjjDMi7iNuKeWr5SEsfjeMvMMWvl8dTHCIj9vuOoFxHQGgaFs+AOFdojHbjGBHZEosBesOUZyaf8p1ovvUjUz53Mb3GRJfNwqfvSydrI/2YosNJn5oG7o81BdrmO009a5p2DOM3PWq1l0gyOhLVfsUHLvWYd+Xety6MYtmEVSQQ+jmFfjNFgquvavmPUfqd8by926h4/j++C1BlFx0Dbk3PYrfHnKGenP2XVAdN9pccNQ2MNcIDPSJPXZg4PkLIcEBVy0zsgJ+7EInTO1jDEkoP8evAvxU9rTtAFR16ALW6nWwSw8cP6zHvnv7cevGzH2ZoLwcQtd8ZayDN995xtvbVPJ2leNz+4loZSc01thHxKeEsW1xHodTy39y+U1v5eCp8tNmQARxyY46730xLQNXqZe05fkE2U30G5dwBnoogaBkWy4AYV1ia/ap4SlxFK7LpiQ1F2ggMHACdYo257D3lQ10+d1ALCHHP4Uo+D6Lkq25BIXbGgxEBBr3NiOgae3SEpPN6Ls1pTWudXtwpx445eW6NmdQ8sqnRP5uJKaQwD5WkdPP4/Ewc+ZM5s+fT2lpKQ8++CBvv/12vXITJkzgmmuuOel6P3ZWAwPh4eHMnj0bq9XK22+/zcaNG+nWrRszZswgJiaGNWvWsGzZMp566ikA7r//fhwOB0VFRYwbN45hw4Yxe/ZsfvaznzF8+HD8fn/Nsnfu3MmSJUuYPn06CQkN7wwPHDjAm2++SXBwMOXl5bz55psAPPzww2zcuBGn00lOTg5z5szB6/Xyy1/+kttuu41XX32VO+64g2HDhvHSSy+Rl5eH3+/nxRdfZO7cuTgcDiZOnMiePXvqBSSawkUxMKpt7fPc6osGpUcduJZVP04IbngZw+KNOQRu/Q4OnMCJ/l/7QGsHfJMLCzIbLR4w8vOMaIcjtDZlLthhrHd5uce/wl9eZuKPk2MAuPWOEpwtjGW07+Sm/+BKvlzmYNkS46S2X/9KOnRuOM30XFe4+TAHl+ypeW6LtgMQFFobODlyAFGV2/DK5MqrOKk6qc+tpTK7nOgLWhB/Ve3K7mgdTtQFLTAFmTj02T4y5qXiKqzigr+c2Syk0y14z2bCV9deafWGGdE9n702COKzGSfulqLc4y4r8usFWPOMg5aqlh2pbNu95j1LSSEAIWkbKL3wahxbviJ6+Twwmzk8akpDiwsIFzlhVMfa57mVxu/So/7FaraBx4h/DGsJE7rDrSvgQP3zM0IsRrDgswPwyna4/fzJhAcgePtmwr/4qOa5N7J6HQypPRn1BVevgwU/ihL/SOSyhVgPGZPPVLXpQGWnbqe7ueeM8jxjxbKF1o5RsTqMx2W59YdcnEx5r9vHxreMbIF+t9c/zlk/J7vmcWLvUKLbH2MHL+edos05ZC/ZVfPcGl39vxlae5h/ZJ/qamQ/fKw63go3Wyd9QczAVrS+rQcHF+w4bpv2/dsY4tvyV8kEBWBw3rU5g4ol62qem6ON/a8p1F7zminEeOzNPYHJahrgq3BRMGke9oFdCb3tUsoXrPkJLZZAUVxcTHFx/XUmIiKCiIi6w24yMjJo3749oaGhhIaG4vP5qKqqwm631yn3yiuvMGfOHH79619z4403nnC9HzurgYGioiKeeeYZCgoKKCkp4cILjz+51dy5c1m5ciUWi4WsrCwA0tLSGFudKmYymWrKzpgxg6eeeuqYQQGArl27Ehxs7Ch37NjBzJkzcblcHDx4kKuvvhqn00mnTp2w2YwNmNls7JwzMjK4915j0pSePXuyYsUKCgoKyMzMrHm9uLiYrKyscyIw0D0Cftul9vkda43fYUf9tcOqz7+yKxtexqi2UOU15iUY0w56Vs8Zd091945MQGg2wewL4e4O8L98+MVX4PU3tMTAdCRLoLys9qCtosxY72Kdxx6nV5hv5uHfONm2xc6NN5cyflJRzXvPPx3Dl8sc/HJUCRMeL+KdOWG8/Jcopv42ljfeyzlDPTlzStMKSZ9TOxtbz2cHA+Apqz0L81ZfTrU7Gz4Ls8WGnFAdv9fHlqe+JfO9XUSmOLlw9jDMQcbfJqRVGFd8/quasod/bsxRcOjzDPw+PyZz7fbiXGc7mEb0Z3Nqnmff+SwA5qraNERzlXG26o08/hwKe1/8AlNVORHffED83Gdo9f/uY89fV+K3O/CGRxNUmEP+L+6l4Nq7CfvfUlq+/FtCN34R0IGB7lHw2x61z+/42vgddlSST8028BiBz1EdqreBHY2fntWZV/dUX/jakA9dIyG/CpYMg6TqmE37cOP59Z+ftu40CVvGbqIXzqt5nv3InwAwV9RGSY489kbHcjx7532GqaKciM8XE//3P9LqyQfY85/l+EMcx60XiByx1SdSZbXBZHeZsa8IddY/OTqZ8ts/yqPssJuotnY6XBFVb1mP7uhPVYmH/72exep/HOSD+3dy96d9flJ/JDCUpRWwf84PNc+7P2sEw71ltVeEvOXG/tXWyH74WHWKtxymPL0Ia5SdjfcupTLb2B9VZJaw8d6l9Jl9bU29iswScpenY7KYaD06MIcReNKyKZtTO+9Z1LO3AuAvqx2i4y83HlucpzaHgnvLPrzpOZijHOTdOxtvtnGs6M3MI+/e2cTODvwJG8+KAMvY+/e//82sWbPqvT5+/HgmTKg7rLOoqIjw8PCa5+Hh4RQWFhIfXzvh5ejRo5kwYQJlZWXcdddd9O7d+4TqNeSsBgaWLFnCRRddxNixY5k/fz67d+/GarXi9Ro7QavVisdj/HULCwtZtmwZ77//PgUFBVx33XUAdOrUiTVr1tTLGJg+fTqzZ88mOjqafv36Nfj5R88rMHv2bB577DGSk5N58MEHa5Z1dLDhiHbt2rFlyxbi4+NrJjmMjo6mXbt2vPbaawQHB+Pz+eq0pyn9O73u8IAjkwH2jjLS/V0+I6sAYFOh8TvWBk47lHjgYAWYgJAg4y4GR+sRWbs8uxnevgSGJ8Gn2TDym9qrcOeLdp3cBFn9HMqykJdrJtbpY9sW42Ctc7Kb0hITuTkWbHY/LZOM9TjrgIUH74xjX7qVsb8p5v5Hiuosc2+acUbSLcVNcLBx1wKA9N0ND0041yWN7Fxn3oAjkwGW7MjH6/JisVko2mJc1Q5PNlY8V34lroJKgsKsBMeHEtEtptE63ioPGx9ayaHl+3AOaknfmUPqZBhUHizD3sKB+UezyQVSQOCI4sEj68wbcGQogX3/DkxuF36rjeC9xraoqnUyAOaSfCylBfiDw/BEx2OqLMNvd4DJhN/uoLTvMOLnPoOlvBhLcR6eOAdVrbsSVHhUMKp6G+a3B/YJ27/T6g4P6FO9vesdc9Q2sDqesql6dEusHZzBUOKGg+VgMlVvA9vUXXaPaGP4wcbqepf8aO6VSFv9OoGo+OoRdeYNsKcZQ1bse3Zgcrnw22wE7zBORKo6VK+DRQVYigrwO0LxOOMxVZThD65eB0MclA4cSvzf/4iltBhLYT6e8zAwENvJgdlqoiSrirJcN6FOK9lbjBOouGQHVSUeSnPcBNnNRCbZGy1/tPVzqucWGJtQZ7vmKvViCzOOb+zhQXS4IorV/zhIUWYVXrcPS2MzbErAazmya510/eLqYQElO/LwubyYbRaKtxwGIDzZCOS58itwF1RiCbMRHB9KWDfncescOcQt2lj3Aoa31EXuin11Xts/7wf8Xj8trm5PSFI4gcgxsn+deQOODCVw7ziI3+XBZAvCtcXotzXZOFj25pfiKyjDHGbHEh/V+IdUf6nujel1Xy6tpGrFtgYqyPng9ttvZ8SI+vPyHJ0tMG/ePJYtW4bNZiMysvaOXiUlJURFRdWpFx1tXLkIDQ1l8ODBpKam0qVLF0pLS49bryFnNTBwySWXMGnSJL755hvi4+MJCgpi6NChTJo0if79+zNmzBh2797NxIkTefjhh0lMTGTUqFF079695su69957mTx5Mu+99x5ms5nZs2cDRiRk1qxZTJgwgfHjxzeajXDNNdfw8MMPn9AV/nvuuYdHHnmEt956i7i4OCIjIzGZTPz2t7/lnnvuAYygxp///GdiY49/5aQpbCw0TtyvSoAVVxpDCwY5YV8Z/Kd60uLxneH3KfBBJoz4xsgyOJJpAPDllXBFi7q3K/znxUZQoMIDu0rgT9VzH63Ng7fq7iMCVqzTx3Ujylj0ThgTxrWgQ2c3y5eG4HD4+NXoUlZ8FsKfJsfSOdnF3EXGQdtvbmnB4ZwgElp6qKo08bdpUQBcdX05PXq56NW3ij27rLz0l0h+2GTjf98aWSy9+p0fE0VFdo/FOaglud8cZM2YpdiigynYkENwYigtrzf+39Lnp5I2ayPxQ9vQ7+WhJ1Rny+++4dDyfZjtFhxtI9j5/9Ybn9fLSavrO7J/wS4y391J9EUJmG1mDn1mrISJP28fkMGBo1W17U5Zj0GEbv2GpOfH4A2LJiRtA+6YREoGXA9A9PL5xC6aRekFQzk48WXCv19GzOKXqezYB589hNCt3wDgSmiPx2lMZpZ/7d2EbvmamI9exZadjmOLcWm9eFDDE8kFqo358OkBuKoVrPi5MbRgUDzsK4X/7DbKjO9u3H3ggwwYsdzIMjiSaQDw5bVwRWLd2xWa3qh9//ZO8OZl5+/tCqs6daOs70BC139L0qPj8EZGEbJtI+64BEqGGIH76EX/IXbuy5QOHMLBZ2YS/tWnxMyfTWX33vjswYSuN+a0cLVujyehFQDBP6wj8uP3se8z/hC2/XuIf+F3uNq0p+CWe5qmsz9BqNNKyggnm985zDvjUnF2DmHH0nysDjMXjI5n12cFfDJ5D3HJDm5f1LPR8kdkfl/Moa1l2MMtpIyIq/OZ//tXFrs+zSc+JRSTycSeFQUAtBkQ0eyCAhfcdRdtBg8msW9fAJKHDyeqXTu2f/ABOxadh/+YxxDR3UnMoCTyv8lk3ZjFWKODKdpwCHtiWM3kgPvnb2XvrHXEDW1H75evbrSO2Wapc8vBgwt2sG3yijq3KwQj8+/ge8a8I23GBv6tgo+wdk/CPqgrVd/sIHfMTMzRobg37MWSGEXI9cY5R9n8rymd9QnBQ3sS8/LdAJS8+hmePTl4s4z/y/J3v6NqbRqOXw3A3r8zLXfMqPmM8gVrKJz8H92u8DzX0JCBHxs9ejSjR4/G4/Fw0003UV5eTmlpKRaLpd5wgJKSEsLDw/F6vaxfv54hQ4bQtm1b9u7de9x6DTmrgYHk5GSWLFlS7/Xbbrut5vH8+fNrHr/00kv1ykZFRdXMtnjE9OnTax4fmTfgx5KSkmqCCADDhw9n+PDh9codXebDDz8EwOl0Mm/ePEwmE3//+99xOo2o6iWXXMIll1zS4Oeda0Z9BzP6wnWJxhWzT7Nh4nrjytmpalWdjRYSBA8cNdH8m3vPn8AAwENTCgkK8rN8qYPMjBBS+riY+Hgh0TENf3mHc4x/q+yDQfx3Tm2kvHM3Fz16uZjwmLG8VV+G8NGCUCKjfPx8eBkPTCo8G905K/q8eDnbpq0hZ2UmPnc+zkEt6T6lPxbbsedlaKxOZY6Rtuyr8rLvP7WTnbUa0YlW13fEOSCRwo2Hyfv2IJ5SN8GJDtqN7kbH+86PqeKz7n2RFv+ZRuimlZi8bsp6DCLntin4rQ2P3XTFt8MbEUvo5pWYXJV4I50UXfpL8m4cb1wOByq6DSDrnheIXfIK4d8uwhPbksM3P0bBVePOYs/OjlErYMYAuC4JbDFGoGDi6p+2DWxusn73Ai1efo7QNV9h8rgp6zuQnAcm47cdYx1Maoc3KsYoX1WJNzqWomtGkjfm/2rWQduBfUR+VnvCFlSQR+RniyjvdVFABgYArpzSDnOQiR1L80nLqKRlnzCueLwNjpiGs8JOpPy66vkDet4Uhy207na0RTcHu78oYNeyfHweP6EtbPS9zsnA8a3OXCfPUW0GD6bPuHE1zxP69CGhTx8K09ObVWAAIOXFIeyc9i25K/fhc/uIGZRE1ykDayYWPF11fixr4Q48JS7CeziJurCBW7kEsKgXx1I8bQGVK7eB24N9UFcipvyyZjLChlR9vR3X2toUNtf6vbB+L/aLO8GFHY9ZT07CeZatfLSgoCDGjx/PHXfcUXN3AYDU1FTWrl3L7bffzvTp09m9ezder5chQ4bQvbsxl1RD9Rpj8p8r+e+n0XfffcfLL79c57WpU6fSteupzYqalZXFQw89hMlkIiIigr/+9a+Ehh77fqQnwvTfn1S92fP/Ggo4/9JQz5ZoynmI6Y0XlAb9jScwfdvUrQhs/oF1r7jLyfHfCaZ95/HR0BnmbxPEa4xt6mYEtHuYwzMNDL+UE/O0388D/LWpmxGwXuJhruSTpm5GQPuSaxovFABMv2vqFpwc/7NN3YJjO6sZA2fL6b6Sn5iYeEK3eBAREREREREJNM1r8JmIiIiIiIiI1HFeZgyIiIiIiIjIec7deBE5McoYEBEREREREWnGFBgQERERERERacY0lEBEREREREQCj7epG3D+UMaAiIiIiIiISDOmwICIiIiIiIhIM6ahBCIiIiIiIhJ4PE3dgPOHMgZEREREREREmjEFBkRERERERESaMQUGRERERERERJoxzTEgIiIiIiIigUdzDJw2yhgQERERERERacYUGBARERERERFpxjSUQERERERERAKPu6kbcP5QxoCIiIiIiIhIM6bAgIiIiIiIiEgzpsCAiIiIiIiISDOmOQZEREREREQk8HibugHnD2UMiIiIiIiIiDRjCgyIiIiIiIiINGMaSiAiIiIiIiKBx9PUDTh/KGNAREREREREpBlTYEBERERERESkGdNQAhEREREREQk8Gkpw2ihjQERERERERKQZU2BAREREREREpBlTYEBERERERESkGdMcAyIiIiIiIhJ43E3dgPOHMgZEREREREREmjEFBkRERERERESaMQ0lEBERERERkcDjbeoGnD+UMSAiIiIiIiLSjCkwICIiIiIiItKMKTAgIiIiIiIi0oxpjgEREREREREJPJ6mbsD5QxkDIiIiIiIiIs2Yye/3+5u6ESIiIiIiIiInw3RDU7fg5PgXN3ULjk1DCZrIai5o6iYEtAFs4DXGNnUzAtY9zGEKTzV1MwLWNP7AP7ijqZsR0O7jX3zEsKZuRsC6js/pxNambkbASqMHd/NSUzcjoL3OAzzAX5u6GQHrJR7mGZOpqZsRsJ72+3mD25q6GQHtTuY3dRNODw0lOG00lEBERERERESkGVNgQERERERERKQZ01ACERERERERCTzupm7A+UMZAyIiIiIiIiLNmAIDIiIiIiIiIs2YAgMiIiIiIiIizZjmGBAREREREZHA423qBpw/lDEgIiIiIiIi0owpMCAiIiIiIiLSjGkogYiIiIiIiAQeT1M34PyhjAERERERERGRZkyBAREREREREZFmTIEBERERERERkWZMcwyIiIiIiIhI4NEcA6eNMgZEREREREREmjEFBkRERERERESaMQ0lEBERERERkcDjbuoGnD+UMSAiIiIiIiLSjCkwICIiIiIiItKMaSiBiIiIiIiIBB5vUzfg/KGMAREREREREZFmTIEBERERERERkWZMgQERERERERGRZkxzDIiIiIiIiEjg8TR1A84fyhgQERERERERacYUGBARERERERFpxjSUQERERERERAKPhhKcNsoYEBEREREREWnGFBgQERERERERacYUGBARERERERFpxjTHgIiIiIiIiAQed1M34PyhjAERERERERGRZkyBAREREREREZFmTEMJREREREREJPB4m7oB5w9lDIiIiIiIiIg0YwoMiIiIiIiIiDRjGkpwnnNV+fnvC27WfOyhsgzadjczarKVjr0tDZZf9qabr973cCDNj98Hw8cHMWKCreZ9t8tY3rrPvRTn+gmLMpEy2MytT9gIizKdrW6dMZ4qHytf2Mf2j/Nwl3lp0T2UKye3JbF32CmVf3XIBooPuOrVS7o4nFvmdgfA5/Xzv9cPsuW9wxRnubCHWeh4ZTTXPNfhzHX0NKsqqGLTsxvIWnEQn9uHs18cfaZcQHiHiJ9UJ23+Lnb9awcV2RU4WoWSfF832o1oD0Dx7mL+98QaSveW4K30EhwXTMuhreg5qTcWu7F+/+/xNRz69hCugiqCQoOITokh5ZFeRHePPrNfyE/gqfLx9Qvp7Pg4F1eZjxbdQ7l8cjsSe4efcvniA5V8/WIG+74twl3uJTzRzuBH2tL56lgq8t0smbCDvLRyXGVeQqKttB0UyeVPtCM4ynq2un1Guav8LHmhkI0fl1NZ5iepu5UbJ0fRtre9wfIr3yxh7ftlZKe58fvgqvERXDMhsub9jR+Xs2xWEQVZXvBDdCsLg0eFMei2hv9G542CEkzPvoFpxffg9kC/bvim3AUdWjVcvqQM0x9ex7RxB+TkQ2gI/ot74H98HCQ6ATDN+QjT4pWwL9tYZvtW+B64CYZefPb6dZa4CyrY8+xX5K9Ix+f2EtmvJR2mXI6jw7G3RydSp2xHLnv/8i3F3x/A7/UT3DqCTr8fQuSFLc9Gt84YV0ElO5/9ltwVGfjcPqL7JdBlyiBCO0T95DrlGUWsGf4e3nIPYcmxDFj0KwC2PvElWQt3NrjsYTvuPV1dO2f1f/BBLrjzTuJ69MBssbDi979n5TPPNHWzzjpPlY8vX8hk+8f5uMq8xHd3MGRya1oe51jweOU9Lh8rXshk5+eFlOe6CYkKot3gCIY80ZqQqLqnYp88mc6md3IBGPFSR7oMO3ePV84ZnqZuwPmjSTMGFixYQEVFBQCZmZmsXLnypJfxxBNPsGXLltPdtJP2i1/8oqmb0KD/THPz+TwPkU4TfYdZ2L3Rxwt3VFGS72+wfPpWH2FRJmITGz7J/3C2m8/meqgs9XPR1Rb8+Fm10Mt/nqt/8huIvpyWwYZ5hwh1Wuk0LIaDG0t5945UyvMbvhdKY+VTRsbRd2xCzU94ohFkiW4TXLOM5c+k8/VfM3FX+Oh+vZN2gyMpzKw88509jdY+upp9izMI7xBBiwHxHFqVzdd3r8TnOvbAr8bq7P9oHxv/sB5PmYfWv2hDVUEV3z+xluyvswBwFVRhtphIuqY1Sde2piq/irS5u9g+O7XmM8oOlhF3cRztftkeW5SdQ6uy+e6BVWf2y/iJVkzby8Z52TicNjoNiyFrYwkL7thGxTHWwcbKV+S7+e+tP7Dz4zyi24fQfUQLotoEU1S9jrkrfbjLvXQYEk23G+LwVPnYtvAwK55LP1tdPuM+mFbAqnmlhDkt9BwWQsZGF/+44zCl+Q2vn5lbXTiizEQlNhxAzT/oIbplEBfe4KBTfzuH0jy8/4dCdq0OrP/bk2V+9G+YF680AgEDemJatRHz3X8A1zHuFVVUhunDryHBif/6y8Dvx7z0W8wPPF9TxPTZaigqxT/kIujSBtPW3Zgn/hm27TlLvTp7djy6jJzFOwjpEE3UgNYUrNrHD3d/cNztZGN1yvcWsOnWdylYmU547wRa3JiMNTqEqkOlZ6tbZ8zWR5eTvXgXoR2iiBnQirxVmWy4+6Pjfl8nUsfv9fHDpC/wuXz16scOSqL12JSan8gL4gEIaXPsIPf5JLFfPyry8ynev7+pm9Kklk/bz/p5OTicVjoPi+bAxjL+e8fOYx4LNlZ+9ews1s3NwVXqpevV0fiBHxbm8cVzdb/ntC8L2fROLuagwL/QJoGpSTMGFi5cyBVXXEFISAgHDhxg5cqVXH755U3ZpPNKcZ6frxZ4MJnh8TeDiYg1YbFU8e1iL5/Pd9fJBDji3j8bV9Bm3F9F7oH6O9+cfUZA4bKbgrj1cRufzXMz749ucg80HGgIJGV5brYsOIzJDDe92Y3QWCtmC2xbnMeG+YcYNCHppMsPHF9bpzzfzeb/HgKg75gEAAoyKtn0Tg4h0UHcvrgnjpjAu0JbmFrAoVXZ2KJsXDH3Ssw2C1+OWk7eulz2fbiPdiPbn1Kd7a8aJ/gX/L4fSVe3Zu+7e1g39X9sfzWVhEsTcV4Yx5VvD6tZ5sbI9aTN3UVZZu0B8RVzh9Q8Ltiaz/KRn1GeXYHP7cNsPfdGUpXnudi6IAeTGX71ZnccsTZMFhPbFx9m4/wsLpnQ5qTLb5iTRekhF91HxHH19M71PjOipZ3bFvaueR7b+SBfTU+nOLPqjPf3bCjJ87J2QRkmM/zfm3GEx1owW2Dd4nJWzS+tkwlwxG1/jgXgjftzKThQUe/9IXdHMOTu2ud/vj6brJ1u8jPP48sWqXsxrdqIPyoM39w/gs2KedQUTOtSMX34Nf6RQ+rXiQrDt+gv0KUtAP7rL8My9ilMW3dDYQlEheN7ZDT06gxmM36vF/PV4zHtP4RpzQ/4uwdO1lRjSlMPU7BqH0FRwfSa+0vMNgubRr1H8bqDHP5wB/Eju59Snf0vr8Vb5qbN+ItpO2FAE/TszChJzSVvVSbWKDv95t6A2Wbh+1GLKFyXTfaHabQc2fWU6+x9ZT2lO/Jpc0cvMl7bWGcZCdd3JuH62u3kmpHvA9B6TMqZ6+w55IOxYwH49cKFRLVr17SNaSJleW42L8jFZIZb3uxSc2y3dXE+6+fnMHhCq5MuX7jP2J/2usnJkMdbs25eDp//cR9FB2r3s+X5bj6Zmk7PkbFkrClpMNtU5Ew7a4GB/Px8Hn30UdxuI3o2YcIEUlNTuf/+++nbty8ZGRls3ryZXbt28fTTT/PBBx+wZcsWiouLeeCBBxg2bBiFhYVMmTKFoqIiTCYTr776as3y9+/fz5NPPslTTz1Fhw51DyaKioqYOHEiPp8Pn8/Ha6+9xj//+U8OHDhAXl4eRUVFvPDCC7Rr147vvvuOWbNm4ff7GThwIOPHj6eoqIipU6dSVFSE3W7n+eefJyYmhunTp7Nx40a6du2Kx3PuHRAe2OXD6wZnKxMRsUb0sX2KmW8Xe9mXemon8lfeEsT65V6+etdD0WE/21Z7sYXAz+8KvBPaH8vbVY7P7SeilZ3QWKM/8SlhbFucx+HU8p9cftNbOXiq/LQZEEFcsgOAfauLwQ8h0UG8d+d28tMrie0QwuWPt6FN/8C4QlG4rQCAyC5RmG3GFdbolBjy1uVSmFoANBAYaKSOz9OW4l1FNa8DRPc00umKUgtrluMqrGLbS1txFbo48Gkm1ggrHW/tVOez0ubtojitiJzvcgDockfXczIoAJC3q6JmnXLEGoG7+JRQti8+fIx1sPHy+1Yb32NpjovZg/6Hz+On3aVRXPG79oQcFYhaMW0vrlIvacvzsdjN9B2XeKa7e1Zk73LjdUNMKwvhsca61jrFxrrF5RxMPcaV7hOQsbmK9YvLydvvIWunm/iOQaQMDTldzT7nmI5cwe/SDmzGeuNP6YhpXSqk7m24UpijJigAGEMFAH+4AxzVWVN9fnSCV12G+NjT1PJzQ+m2wwCEdomt2eaFpbSgeN1BSlNziT/FOoXfZQJQsiWH7/q/iinIjPOaTrR/dBCWkMDdL5dsM1Kpw47qe3hKHIXrsilJzQUaCAycQJ2izTnsfWUDXX43EEvI8Q+BC77PomRrLkHhtgYDEXJ+yq3er0a2stUc2yWkhLJ1cT45qfUDxSdSvs8tcexaXsjmd3MpO+wmY3UJ1hAzF9+VULOcT6ZmYA2xMHRKG964YetZ6KlIfWctMBAeHs7s2bOxWq28/fbbbNy4kW7dujFjxgxiYmJYs2YNy5Yt46mnngLg/vvvx+FwUFRUxLhx4xg2bBizZ8/mZz/7GcOHD8fvrz2x3blzJ0uWLGH69OkkJCTU++xt27bRuXNnpk6dWqdeaGgo06dPZ+3atcycOZMXX3yRF198kblz5+JwOJg4cSJ79uzh/fffZ/jw4QwdOpQvvviCf/3rX1xzzTWkp6fz9ttvs3//fj766KMz/yWepKI8o6/BobWv2RxGgKAo99QCA606mUkZbOH7ZV6+W2JkFHTrb6ZV58BPeyrPMw5IbaG1J41Wh/G4LLd+5PZkynvdPja+ZWQL9Lu9dh2tKDBOTPL3VNK6fwTtBkaStryAhfft4M6lvQhPaHgMdFPK35zHviUZNc/t0UYbg0JrNydB1QdclbkNp1ZX5lUdt46roAq/11hHgxxBdd53l7jxVnmx2C24Sz2kzdlVswznRXE4WjrqfFbmsv3krjUOsEMSQnD2dZ5sl8+a8jxjfbCG1qawWx3G44bXwcbLH1nHDnxfQvJ1Tg5uKGH7klzc5T5ueDm5pt6GOVk1jxN6hxHd/vw4yS3NM9KFj/4/PbIdLM499XscHUrz8PVcIzvFZIbkS4Oxh56bAadTsnkXpiVf1T6Prg5UhtYOgyKk+nFuYePLyy3E/MfXAPA/dFtNcOFopufexJSdh/+CrvivCuyr3yWbs8lZUjtW3RptfFeW0Np+Hzlxd+WWNbgMd155o3XchcaJR8mGLJxXdyL/q3Sy5m3GZDbTccplp6s7Z1zR5hyyl9Ruy63RxvbHctQ+4siJvCu3/skZgCuv4rh1vBVutk76gpiBrWh9Ww8OLthx3Dbt+7cxTLXlr5IJCqufYSnnp7LqY7u6+1Vj216aWz+YfCLlnZ1CaDc4kp3LCti2JB+ANv3DietsrOeb3j1M2opCRs1Lxh7W8BA2OY5z79pswDprRzFFRUU8/PDDjB49mrfeeotDhw4dt/zcuXMZNWoU48ePJyvLOGBNS0ujf//+AJhMJkwm4+BuxowZjB49usGgAMDFF1+M0+lk0qRJ/PWvf625ut+7d++a3+np6RQUFJCZmcm9997LmDFjyMjIICsri127dvHaa68xZswYXnvtNYqKisjIyKip37p1a6Kjz73JQSKrswQqjzrmqCozTrYinad2Iv/m0y6+X+Zl6KggXtsUws2PWEld4+Ol3wZ+ypMjtvoAoqx23KG7zDhxCHXWPyg4mfLbP8qj7LCbqLZ2OlwRVbuM6iu2tjALN72RzPCXuxDbKQR3uc/IJjgHFacVkzZnV81PSLyxY/OU1W6ZPeXGzjDYGdzgMoJj7cetY4u2Y7KYql/31PltDbfWTC4YmhTKr3b8muu/u5F2I9tz6Ots/vfE2jqfdcXcIYzY/CsGvjSYipxKvnvwG8oyGz4Qb2qO6qsNR9ajox83vA42Xj4k2iiT8ssWXPVcJ655wcioSP+qAJ+nNkD40I6B3P/9xVx8XxLZm0pZfP/209avphQWa+zmjv4/PbIdjHCe+gHYxSNDeTE1icmfJtCqm5WVb5by5T9LflpjzyGmtP2Y53xU80O8kblD2VHBvvLqEzRn1PEXtj8b862/w5Sehe/BW/Hfdm3d971eTFNewjz3I/wpHfHNngJBgX1wXJ6Wz8E5G2t+bPHGJGTestoTC2/1Ns/mDG1wGdZYR6N1jpxAt773Qjr/aSgdJhvBgPwvAmuOhrK0AvbP+aHmJzj+SN9r9xG1fW84aGmLDTluneIthylPL8JTXMXGe5fWnPhXZJaw8d6ldZZVkVlC7vJ0TBYTrUc3j2EEYgitPrY7er96ZP8R5qwf0DyR8suezmDnsgIuGBXHw5v6cvkjrdi3poRFv90NwLbF+djDLayencV79+6qufD03StZbFuSd7q7KHJMZy1jYMmSJVx00UWMHTuW+fPns3v3bqxWK16v8Y9ktVprTtgLCwtZtmwZ77//PgUFBVx33XUAdOrUiTVr1tTLGJg+fTqzZ88mOjqafv361ftst9vNfffdB8DUqVNZs2YNAJs3b+aGG25g8+bNtGvXjujoaNq1a8drr71GcHAwPp8Pv9/PqlWrGDhwIJdeeikALpeLXbt2sWTJEsAYxlBQUHCGvrlT17KTGYsV8rL8FOX6iXSa2LvF2Fi1TjZRXuKnMMeP1Q5xSScWIzqQZtRvl2LGFmyiQy+jXtbu+pP4BJrYTg7MVhMlWVWU5boJdVrJ3mKcQMYlO6gq8VCa4ybIbiYyyd5o+aOtn1M9t8DYBEzm2qBMXFejnOmoOM2RdfvIld9zTbuR7evMG1BQPSygcEchXpcXi81CwRYjIh6VHAVAVX4VVQVVWMOCCIl3ENkt+rh1zEFmIjpFULSjiILN+YS2CiW/+v3I6mW6S91Yw4ydrj0mmBaD4klfsJfSdOPkzFvpwWw1Y7KYsdgtxF+WQJAjCE+pm7LMUkKTGj4Yb0oxnUKOWqdchDptHNpiXJV2Vq+DZTkuLHYzkUnBjZYHYx3L2lD/hNViN2OygKvUi636CoU9PIj2V0Sz9h+ZFGVW4nX7sJyjwy5OVEInKxYrFGR5Kcn1Eu60sH+LEchsmWylosRHcY4Xq91ETNKJ7RIrS30Eh5kxm03EtbWSlGIjc6ubw+mnPjThXOMfOQTv0fMGHBlKsCPdmGzQZsW0Jc14Lbmd8Tu/GAqKISykdihA6l7Md/8R8ovxPf0b/KOuqftBVS7MD/0V0/K1+Af1xjfzMQgN/GyV+JHd68wbULrNGMpUtiMXn8uD2RZE6RZjvxCabGQxufMrcBdUYAmzYY8PI6ybs9E6oV2duHKOCnRW7z/MjsAaRtByZNc66frF1cMCSnbk4XN5MdssFG8xMr/Ck411y5VfgbugEkuYjeD40Jrv61h1jhw2Fm3MqfPZ3lIXuSv21Xlt/7wf8Hv9tLi6PSFJ5/ndRqQOZ/V+tTjL1cCxXUi9Y8HGygPkphlB1ISUUKzBZhJ7GccfebuNQKsfP5WFXnavKKrTluwfyslPP78ntZVzy1kLDFxyySVMmjSJb775hvj4eIKCghg6dCiTJk2if//+jBkzht27dzNx4kQefvhhEhMTGTVqFN27dyciwkhhvPfee5k8eTLvvfceZrOZ2bNnA8YwhVmzZjFhwgTGjx/PhRdeWOezt2zZwowZMzCZTNjtdnr37s2GDRsoKSnh7rvvpri4mBdeeAGTycRvf/tb7rnnHsAIVvz5z3/mvvvu46mnnuL111/H7/dz880384tf/IK2bdtyyy230KVLF5zOcy89OdJpYvAICyvf8fL8uEqSOptZu9RLsAOGjbay7jMvr0920SbZxB8XGRuvFe962LXOS/o240R//edecg9U0XeYhX7Dgujc18KBXR7e/YuL3Zt8bP3WCOx07hfYJw8AoU4rKSOcbH7nMO+MS8XZOYQdS/OxOsxcMDqeXZ8V8MnkPcQlO7h9Uc9Gyx+R+X0xh7aWYQ+3kDIirs5nJvYOI+nicDLXlvDeXduxhVrI311JWLyVNgMCY46B6O7RtBgUT843h1g55kvs0XbyNuQRkuig9fXG+OK0+btInbWVlkNbMfDlwSdUp+s93Vj76Go2/GEdWSsPcnD5gZrXATZOW09xWjGRXSLxuXwc/OIgAPGDjcyhvE35rH3kO5wXxWGLsJG77jCeUjf2GDvRPc69DB8wrvJ3H9GCH945xPvjthLb2cHOpXlYHWb6jE4k7bN8Pp2cRlyyg9GL+jRaHqDvuJb88F4OP7yfg6fSR9ZGI0jQfXgcJpOJdf86wK5P84lPCcVkMrF3hRHoaT0gMuCDAgDhTgsXjQhl9TtlvDIuh4TOVjYtrcDuMDF4dBhbPqvg7cn5tEy28ugiY91Z/W4pe9dVkbnNCCD88HkFBQc8pAwLoecwB3/75SFikoKITbJQdMjLtpXGgVvXwQ1nyJwXunfAP6g3pm82YR7zJERHYNqwA39i9R0HANP8jzHPegf/0IvxvfwEFJRgHv0kptJy/F3awN4DmKb9EwD/6J9D20RMv3vJCArYbfjbJmL6f/8xPq9X55rlng/CurcgalBrCr/Zz+YxC7BGB1O8IQt7Yhgtru8CwMH5m9g3ay2xQzvQ/eVfnFCdpLv7UvB1Bvtf/Z6K9ELyvzaGecWP6NZkfT0dIro7iRmURP43mawbsxhrdDBFGw5hTwyrmRxw//yt7J21jrih7ej98tWN1jHbLHVuOXhwwQ62TV5R53aFAJ4yNwffMzKm2ozteXY73sQuuOsu2gweTGLfvgAkDx9OVLt2bP/gA3YsWtTErTs7Qp1Weo6IZdM7ubw9bgfOziFsX1qAzWGm3+gW7PyskI8np9MiOYQ7FvVotDxAq75h5O6qZOVfMjm4qZSMb439cKt+RibRqLnJddrwypDNFB9w6XaFJ+r8ick3ubMWGEhOTq65wn602267rebx/Pnzax6/9NJL9cpGRUXxyiuv1Hlt+vTpNY/ffPPNBj/7oosuYt68efVev/LKK7nmmrpXLy655BIuueSSemVnzJhR77Unnniiwc87l4yeYiMoyM3apR7WZ3jp2MfMrY9biYhpeCjBrnVeVi2sTYfat93Pvu1enK1M9BsGtzxmxRIEG7/0smqBh7AoE4OGW/j1pPNj/N2VU9phDjKxY2k+aRmVtOwTxhWPtznm3QJOpPy6OdkA9LwpDlto/SyA6//WmS+mpbP3qyLMFmh/eRRXPN6G4IgmvWnISen/4iVsnLae7JVZFLl9tBgUT58pfbHYjp310FidNte3paqgirR/72Tfh/sIbeWg1+N9SLzcOOGN7eOkYHM++z/aByYTjoQQksZ2Jvn/jKt0IS1CCGsfTs63h3CXebBH20m6pjXdHuiONfzcXV+vnNIOS5CJnUtzKczIJ7FPOJc93u646+Dxyke3D+HGfyTzzV/3sf3Dw4TG2bjo3lYMeKA1AHHdQtnzRQFpy/LxevyEtbBywXWJDBjf+qz1+UwbPiUKS5CJjUvLyc2ooG0fGzc8HkVYTMPr5951VfxvYe1kjwe3uzm43U10qyB6DoPOl9hJ/aqStDWV2BxmWqfYGDQqjH7Xn3tZKKeT78WHME37J6aV68DtMa7wT7mrwfkCACirwFRqfI+mnfsw7ay9Kusd1t8IDOQYmUCmKhem/3xS+1kjroTzKDAAkPziNeye9hX5K/fid/uIGtSajlMux2w79ra+sTpRA1rT9YWr2PfK/zi0aDvBLcNp/9hgWo274Gx164xJeXEIO6d9S+7KffjcPmIGJdF1ysCaiQVPV50fy1q4A0+Ji/AeTqIuPD8mYT1RbQYPps+4cTXPE/r0IaFPHwrT05tNYABg6JQ2mINMbF9aQEFGIS37hDLk8dbH3A83Vv7Kx1pjCTKR9mURPyzIIyQqiJThsVwxKanB5Yk0FZP/6Jz888B3333Hyy+/XOe1qVOn0rVr3RllZ86cSefOnesFBs6W1QT+TrspDWADrzG2qZsRsO5hDlN4qqmbEbCm8Qf+wR1N3YyAdh//4iOGNV5QGnQdn9MJzVx9qtLowd3UvwAhJ+51HuAB/trUzQhYL/Ewz5gCf+LmpvK0388b3NZ4QTmmO5nfeKEAYIprvMy5xH+4qVtwbIFzSfIEHeuK/49NmDDhLLRGRERERERE5Nx23gUGREREREREpBk49TsPy48E/sxSIiIiIiIiInLKFBgQERERERERacY0lEBEREREREQCj6epG3D+UMaAiIiIiIiISDOmwICIiIiIiIhIM6ahBCIiIiIiIhJ4NJTgtFHGgIiIiIiIiEgzpsCAiIiIiIiISDOmwICIiIiIiIhIM6Y5BkRERERERCTwuJu6AecPZQyIiIiIiIiINGMKDIiIiIiIiIg0YxpKICIiIiIiIoHH29QNOLOWL1/Oq6++islkYvLkyfTu3bvO+9OmTWP79u0A7Ny5k2effZahQ4cybNgwEhMTAbj22msZNWpUo5+lwICIiIiIiIjIOcTj8TBz5kzmz59PaWkpDz74IG+//XadMlOmTKkpe+211zJ48GAAgoODmTt37kl9noYSiIiIiIiIiJxDMjIyaN++PaGhocTHx+Pz+aiqqmqw7DfffEO/fv2w2+0AuN1uxowZw//93/+xb9++E/o8ZQyIiIiIiIiInGHFxcUUFxfXez0iIoKIiIg6rxUVFREeHl7zPDw8nMLCQuLj4+vV//DDD7nxxhtrnr/99ttER0ezfv16pkyZckLZAwoMiIiIiIiISODxN3UDTs6///1vZs2aVe/18ePHM2HCBADmzZvHsmXLsNlsREZG1pQpKSkhKiqqXt3Kyko2bdrE9OnTa16Ljo4GoG/fvhQWFp5Q2xQYEBERERERETnDbr/9dkaMGFHv9aOzBUaPHs3o0aPxeDzcdNNNlJeXU1paisViqRkqcLQvvviCyy67DIvFAoDL5cLv92O328nIyGiwTkMUGBARERERERE5wxoaMnAsQUFBjB8/njvuuKPmrgQAqamprF27lttvvx2Ajz76iHvuuaemXkFBAffddx8OhwOv18uTTz55Yp93kn0RERERERERkTNs6NChDB06tM5r3bp1o1u3bjXPX3rppTrvx8fHs3DhwpP+LN2VQERERERERKQZU2BAREREREREpBlTYEBERERERESkGVNgQERERERERKQZU2BAREREREREpBlTYEBERERERESkGVNgQERERERERKQZU2BAREREREREpBlTYEBERERERESkGQtq6gaIiIiIiIiInDx3UzfgJFmbugHHpIwBERERERERkWZMgQERERERERGRZkyBAREREREREZFmTHMMiIiIiIiISADyNHUDTpLmGBARERERERGRc5ACAyIiIiIiIiLNmIYSiIiIiIiISAAKtNsVhjR1A47J5Pf7/U3dCBEREREREZGTYTIVN3UTTorfH9HUTTgmZQw0kWKvvambENAiLFU8xZSmbkbA+gPTeIYnmroZAetppvMSdzd1MwLaA7zOXlo2dTMCVnsO8ih/aupmBKwXmcod/KOpmxHQ/sV9XMknTd2MgPUl1/AGtzV1MwLWncznGZOpqZsR0J7WtWH5EQUGREREREREJAAF2l0Jzl2afFBERERERESkGVNgQERERERERKQZU2BAREREREREpBnTHAMiIiIiIiISgALtdoXnLmUMiIiIiIiIiDRjCgyIiIiIiIiINGMaSiAiIiIiIiIBSEMJThdlDIiIiIiIiIg0YwoMiIiIiIiIiDRjCgyIiIiIiIiINGOaY0BEREREREQCkKepG3DeUMaAiIiIiIiISDOmwICIiIiIiIhIM6ahBCIiIiIiIhKAdLvC00UZAyIiIiIiIiLNmAIDIiIiIiIiIs2YhhKIiIiIiIhIANJdCU4XZQyIiIiIiIiINGMKDIiIiIiIiIg0YwoMiIiIiIiIiDRjmmNAREREREREApBuV3i6KGNAREREREREpBlTYEBERERERESkGdNQAhEREREREQlAul3h6aKMAREREREREZFmTIEBERERERERkWZMgQERERERERGRZkxzDIiIiIiIiEgA0u0KTxdlDIiIiIiIiIg0YwoMiIiIiIiIiDRjGkogIiIiIiIiAUi3KzxdlDEgIiIiIiIi0owpMCAiIiIiIiLSjGkogYiIiIiIiAQg3ZXgdFHGgIiIiIiIiEgzpoyB81xVlYm//zmazz4JpbzMRNfuLh56LJ+U3q4Gy//pqVg2r7eTnRWEzeanR68qJj5aQMfO7prl/fOVSJZ9FEru4SCS2ri5d3whQ64qP5vdOm28VV42vrCZ/R9n4ilzE9U9mgsm9yK2d+wpl9+/NJMfZm2jNKOU4BbBdLq1I93u6Vrz/n+7vldvuZ1u60i/py4AYMvffuDgiizKMssAiEqOoudDKcRd6DydXT9jvFVeNrzwAxkfZ+Ip8xDdPYq+k3vi7B1zSuULthex/rkt5G0uwFPuIbSVgxu/uLrOMv7TdWG95Xa+rQMXPdX79HfwDPNU+Vj1wh52fZyLq8xLi+5hXDq5PQm9I06p/LYFh/h88s569X79Xh/ie4azemYGa2fta3DZ45ZfRERS8OnrXBNxVcHrL9hZ+XEQFWUmOnX38ZvJlST39jVY/v9NtbNtvYWcLDNWGyT38nLXY1W061y3fHEB3Hd9KPmHzYSG+3n/+9Kz0Z0m4yqo4odn/0fOigP43F5i+sWTMuVCwjpEnnKdPXNSObB4L2X7SvC5fYS1j6DLA71IGNr6bHXrjHEXVJD+7AryV+zF7/YS0a8V7adcQUiHhreFJ1qnbEcuGX9ZRcn3B/B7fdhbR9Lx90OJuLAV5bvzSHviUyr2FuCr9GCNcxA7tCNtJ12K2R7Yh3y+gjKKnl1A5Yqt4PZi69eByCkjCeoQf8w6xX9ZQsWnm/Gm5wAQ9dwoHCP71yvnyTjM4eEv4C93EZTcihaLHjtj/TgbPFU+vnwhk+0f5+Mq8xLf3cGQya1p2TvslMp7XD5WvJDJzs8LKc91ExIVRLvBEQx5ojUhUXXXq0+eTGfTO7kAjHipI12GRZ/Zzp5j+j/4IBfceSdxPXpgtlhY8fvfs/KZZ5q6WSIn5KxmDCxYsIC1a9ee0c/46quv+Pjjjxt8LzMzk5UrV57Rzz/X/PW5GN75TwQxsV4uH1rOlo12xt+dQGFBw3/6Re+FExrm56rryggN8/Ht1w4m/iaeqioTAH97Ppp/vRpFUBD8/MZS8g5beOKhODZvtJ/Nbp02G6ZtIm3eboKddloNa0XexjxW3PE1VflVp1Q+d0Me3z60mvKD5bS5rjV+j5/NL24h7e09dZYTEh9C57Gdan5a9I+reS99yT78Pki6OglHSweHv8/lq9+souJQxZn7Ik6jddM2s3PeHoKdwSQNa0nuxny+uOMbKo/xnTZWvuxgOZW5lUR3P/bJB0BIfDBdx3as+YnvHxiBlB/7atpuNs/LwuG00nFYLFkbi1l4xw9U5DecKnei5VsPiqLP2JY1Pw6nDYCE3uF1Xm8z2DiIs4VZCImxntnOniX/mGZn8Twb0U4/lwzzkLrRzO/ucFCUb2qw/Cfv2nCEwRXXuXGE+vnfV0FMvSsE149W4b8/HUxRQcPLOB+tf3QVBxbvJaxDBM4BiRxedZDVdy/H5/Kecp3sz/bjKnIRPySJiC5RFG3N5/uJKynaln+2unXG7Hp0KYcXbyekQwyRA9pQuCqDbXcvPO731Vidir0F/HDrfylcuZew3gnE3dgNa3QIrkNGUMpTUInJYiL2ms44r+2MJ7+CrLkbyZx9Zo+9zoaCR+dQsfh7gjrEYxvQhapV28m7+x/4Xceekdy1KYOgVtGYo0KPWcbv9VEwae5xlxNolk/bz/p5OTicVjoPi+bAxjL+e8dOyo+xH2ms/OrZWaybm4Or1EvXq6PxAz8szOOL5/bXWU7al4VseicXc1Dz2S7+WGK/flTk51O8f3/jhUXOMWc1fDxy5MhTquf1erFYLCdU9rLLLjvmewcOHGDlypVcfvnlp9SOQJOfZ2bxgjDMZj8vv5FNTKwPiwWWLgnjnfkR/GZ8Yb06r8/PovcFxtHvwQNB3PizJHIOBbF3t5Xk7i6WLzN2rr/7Qy79LqqifUc3f5sew79ejeRvL+ecze79ZJV5lexdsBeTGa548zKCY4MxWUxkLN7HrvlppEzocdLlt7+2A/zQY0J3ku/swqHvDrFi3NekvrqdTrd0qFlWWNtQ+k7p02C7LnnxYpx9jZNad5mHxYOX4CnzkLcpn6SrWp2x7+N0qMyrYs+CDExmGPrmYIJj7ZgsJtIX72fn/D30mtDtpMsnDUkkaUgi+z8/yOHv84752eFtw+g3pdeZ7uIZVZ7nYtuCQ5jMMOLNnjhibZgsJnYszmHT/IMMmND2lMt3/UULuo+sf2Wt3WUxtLus9mrkRxO2AdD9VwlYHSe23T2XFeaZ+HSBFbPZz/Q3K4iK9WOxBPPFYiuL51sZM6F+9tRf3yqje18jOyA708W4oWHkHjKTkWamcw/j9c8WBvHtZ0Hcer+L+bMCMzB6MopS8zm86iDWKBsD516F2Wbhm1HLyF+Xw4EP02k9suMp1en2yAVE9XJiMpvwe318cfUiyveXkrsmm8jux76yfq4rS82hcFUGQVHBpMy9CbPNwpZR/6Vk3UFyP9xOi5E9TqlO5sur8Za5SBo/gDYTLqm3jIgLW9Hz7VtqnlsivyR77kaqMovPaH/PNHdqJlWrtmOKcuCcOwGTLYjcUTNwrdtDxYfrGswCAHDOGQ9Azo0v4Cssa7BM6SvL8Ow4SNgdV1L62vIz1oezpSzPzeYFuZjMcMubXQiNtWK2wNbF+ayfn8PgCa1OunzhPuO4sNdNToY83pp183L4/I/7KDpQGy0tz3fzydR0eo6MJWNNCcUHGs5MPd99MHYsAL9euJCodu2atjHNxvkT1GtqjQYG1qxZw+zZswkJCWHPnj088sgjfPDBB6SnpzNx4kRcLhfvvfceJSUlDB48mIceegiPx8OkSZPIzc2lb9++LF++nA8//JCZM2fSuXNnrrnmGt544w0++eQTbDYbt99+Oz/72c/qffZ1113HZZddxg8//MCsWbOYOnUqRUVF2O12nn/+eSwWCxMnTsTn8+Hz+Xjttdf45JNPKCgoYOzYsTz44IOUlJTg8/l47rnnmDNnDps3b2bXrl08/fTTfPDBB2zZsoXi4mIeeOABhg0bxsyZMzl06BC5ublkZ2czY8YM2rZty7fffsvf//53goKCuOiii3jwwQf56KOPmD9/Pj6fj1/+8pfcdNNNZ+SPdKr2pNnweEy0bOUmJtY4mO2WUsXSJWHs3G5rsM6RoACAuzqwbDb7ccYZVytsdj8AO7bZ6dHTxa7txhXFXcdY3rmsaFcxPref0FYOgmONdOmYlGgyFu+jMLXolMoXpBbWvA4QnWIc2JYfKMdV7MIWYXxP+Zvyea/3QqzhVuIvaUHvST0JaRECUBMUAMDvx+c2vvOQhJDT/A2cfnW/I+NkKSYlivTF+0/gO228/PHkbcrnv70XYw0PIuGSFlwwKYWQFoGVBp+3qxyf209EKzuOWGNdiU8JY8fiHHJT6x/Unkz5r6bt5svfpxHR0k7PWxPpc3v9IFNxZiV7ludhskDv0S3PQA/PvoxdZjxuE/GtfETFGv9LXVK8fLHYyp7UhjOnjgQFADxHbQdj4oz6hw6YeOVPwYy8w02vi73MP7NdOCccuYIf0SUas80IGEWmxJC/Loei1Hxa00Bg4ATqRPeJq1PH5za++5B4xxnry9lQuu0wAI4uzpq+h6XEU7LuIGWph0+5TuF3xlXI0i2HWNv/FUxBZmKv6ULbRwdjCTH2x+7CSjJfWo2nsIK8T9OwRNhJuDWwg6bubZkAWLu0xGQzDl2tKa1xrduDO/XAKS/XtTmDklc+JfJ3IzGFBN5xTENyd1Xgc/uJbGUjNNZYJxJSQtm6OJ+c1PqZhydSvs8tcexaXsjmd3MpO+wmY3UJ1hAzF9+VULOcT6ZmYA2xMHRKG964YetZ6KmInG4nlDFQVlbG66+/zvr163nsscf45JNPyMvLY9KkSbz66qv84he/wO/3c+utt5KTk8P69euJi4vjb3/7G99//z3Ll9eNwO7YsYNVq1bx1ltvYbFY8HobTqurqKjgxhtv5PHHH+fPf/4zw4cPZ+jQoXzxxRf861//YuDAgXTu3JmpU6fi9/vr1M3Ozsbn8zF37lwAfD4fY8eOZdmyZTz11FMA3H///TgcDoqKihg3bhzDhg0DICoqij/96U988MEHLFq0iPHjx/OnP/2J+fPnEx0djdfrpbCwkLfeeou5c+diMpkYPXo01157LWFhDY/fagr5ecaBRYij9rsJCTEe5+Ue/0pgeZmJZ35nnKDeNq64JjBwx2+KeP4Psfzt+Rj+9nzt1ZzGlncuqsozgiBBobX/BhaH8bgit/KUyldW/w6qfj0opPZ7qTxciS3CRnBcMC0ujiPIEcTBFVlkLN5H6f5Shr09pM7n+Tw+1k7+Hp/bR+trkojtde5fPato4DsKOs53erLljyUkLpgWFzsJclg4sCKb9MX7Kd1fxlVvB1Z2UEWecYXFGlq73gRVX7Uvy61/9eVEypvMEN8zDGdyGJWFbvZ8kcdXz+4hKNhMyq8T6yxv07yD+L3Q8apYIlsHVlDlWAryjJTWkNDa7aC9+pyzIPf4o+kqyuAvk42A3Mg73MS28OPzwYuPB5OQ5OP231axbUPgbftORMHmXA4s2Vvz3BZtBO7q/K+GGI+rchse5lSVV3lSdbY+t47K7HKiL4gj4ao2P7EHZ1fJ5mxyl2yveR4Ubaw3ltDa4ThHTtxduQ1fuXbnlTVax1NofG8lGw4Se3VnCr9KJ3veRkxmE+2nXAGAt7SKrDkbapYRdVEStpYNz1FyrnJtzqBiybqa5+ZoI1vRFFqbnWMKMR57c08tG8JX4aJg0jzsA7sSetullC9Y8xNafO4oyzOunh69X7A6jG1daW79oQQnUt7ZKYR2gyPZuayAbUuMgF+b/uHEdTbW803vHiZtRSGj5iVjDzs/t4kizcEJBQa6d++O2WwmISGBTp06YbPZSExMpKioiNWrV/Pmm2/i8/nYv38/OTk57Nu3j5SUFAB69uxZb3m7d++mX79+NcMDjjVMwG63k5ycDMCuXbtYt24db775Jh6Ph86dO3PxxRezadMmJk2aREJCAhMnTqyp27p1ay677DIeffRRoqKiePDBB+stf+7cuaxcuRKLxUJWVlbN6z16GCl+iYmJbNmyhYKCAuLi4oiOjq5p7759+8jIyGDcuHEAFBcXc+jQoXMqMBATWz0msbx2rFd5ubGxj3Uee4xjYYGZB++LZ9sWO8NvKmHCIwU17/3qlhK6da9i9bch+P0Q18LLn550Eh1z7OWdq+zVV6g9ZbUpSEcehzjrnxSdSPlgZzDlB8vxlBuvH/kNEBxnlLnh6+swmYy/SfGeEpZeu4y8DflU5FTUZA14Kjx8++BqslZmk3hFAv3/fNFp6PGZF3KS3+nJlj+W4V9fU+c7/fDaz8ndkE9FTmVAZQ2EVF/1d5fV/j8deRzqrH8160TKJ9/Ygm7Da4cQfPOXvax7NZO0T3PrBAZcZV62vpcN0GA2QaCKrs4SqCir3Q5WVp+XRTsbnnwQoCjfxJO/CWHnFgvX3uzirklGEOtwlokt/wuifVcvf5wQQnGhsdzKCnjq3hAefrayJjMhkJWmFbF3Tu2Jbu9njbT1Ov+r1ds3u7PhbCZ7dWZVY3X8Xh+bn1rDvvfSiEyJ5eLZV2IOCqybJlWk5dU5Ge/47FUAeMtqT8S85cZjm7Ph8e7W2NBG61ijQ3DllJF078W0uvtCcpfuZOdvPyL/i901gYHgpEgG7ngId345GX9eRc6CraQ9sYwe//rlaertmedJy6ZsTu2cUFHP3gqAv6w2q9Ffbjy2OE8t6OHesg9veg7mKAd5987Gm21kqXkz88i7dzaxs+891eY3qdBY49D+6P2Cq8zY1oU5688bcyLllz2dwc5lBVwwKo4rH2/NujmHWPmXAyz67W7GvtedbYvzsYdbWD3bOJYurw42fPdKFp4KH92vb3hCZ5HTQ7crPF1OKDBw5ID7x4/9fj8zZsxg7ty5hIWFccstt+D3+2nbti3r1q3jhhtuYMuWLfWW16lTJ95//318Ph9ms7nm948dHTDo2LEjAwcO5NJLLwXA5XLhdru57777AJg6dSpr1tRGe10uF7fccgujRo3ilVde4eOPP6Zz5854PMbGqrCwkGXLlvH+++9TUFDAddddd8w+xsTEkJeXR2FhIVFRUfh8Plq3bk3Hjh154403MJvNuN1urNZza6Ku9h1dBAX5yc4KIi/XTKzTx7YtxslC564uSktM5B4Owmb307KV8b1kHbAw/p4E9qVbuf3uQsY/XFhnmW4X9Ojlokcv42rk76uzCi6+5MSv7p4rIjtFYLaaKM8yJrcLdgaTv8WIhEclR+IqcVOZU4HFbiE0KbTR8kd+lx8sJ39zPi0ujiN/ixFUcbR0YIuwUXGoAmuEteaq2dFMFmO9qyp08fV9q8jbkE+74W25aFq/gDlIjugUXvMdVeRWEuIMJq/6OzjynVbkVGKxmwlLCm20/IkoP1SBrZHvNFDEdnJgtpooyaqiPNeFw2kjZ0sJAM7kUKpKPJTluAiym4lICm60PEDRvkqi2tY/cTOZ6343qQuycZV4adEjjFYXnth3HwjadPIRZPVzOMtEQa6JaKefnVuMfUuHZB9lJZCfY8Zq95OQVDtU4Hd3OjiQbubm31Rx5yO12RpHktP27rCwd0ft53g9JtauCKIyMOYIbVTrkR3rzBtwZFhA8Y4CvC4vFpuFwi3GnB8RyUbQvCq/EldBFUFhVkLiHUR2i2m0jrfKy7qHvuLQ8kycgxK5aOblBIWeW/vSE9FiZI868waUbjPm3CnfcRify4PZFkTpFiPw5kg2hk+48ytwF1RgCbNhjw8jtFtco3UcXeNw5RyVcVC9Qlocxr7dW+rCEmY8tsY4iBzUhpwFW6lIrw3wBwLHyP515g04MpTAveMgfpcHky0I1xbjbirWZGPYkze/FF9BGeYwO5b4qMY/pPq7c29Mr/tyaSVVK7b99E40EWenEMxWE8VZLspy3YQ6rWRvMdaZuOQQqko8lOa4CbKbiUyyN1oeIDfN2LAlpIRiDTaT2MvYv+TtNo79/PipLPSye0XdIYDZP5STnx54x4cizdVPnnzwuuuu47bbbqNTp044HEZ+5tChQ/nkk08YM2YMKSkp9U6Yu3TpwsCBA/n1r39NcHAwY8eObXCOgaPdd999PPXUU7z++uv4/X5uvvlm4uPjmTFjBiaTCbvdTu/evfnss88AY6LBJ598EpPJhN/v54UXXiAiIoLdu3czceJEHn74YRITExk1ahTdu3cnIuLYEWeTycTkyZO59957sdlsXHTRRUycOJGbb76ZMWPGYDabCQ4OZvbs2Q0GOJpKrNPHL0aU8sG74dx/ZwIdO7v5/BMHDoePm28r5svPQ/nDFCedu7r4z8KDANx1WyKHc4JISPRQVWXmL88ZB3bXXFdKj14uFr4XzicfhtKps5vdaVY2bwgmLNzHXfcVNmFPT02wM5h2I9qx5529fDnuKyI7R7B/aSZBjiA6je7Egc8OsHby90QlR3L1op81Wh4g+e6uHPwyi60vbaNoVzGHvj0EUHO7wuxvDrHx+c206B+HLcLGwRVGdD3+khY18xZ8fd835G3IxxZpxRpuZePzmwFIvDSBxMsSftyNc0qIM5j2I9qy+510vhi3isjOEexbeoAgRxBdRncg87ODrJ68nqjkSH6+aEij5QGKdpew7bWdlB80bolZVVDFd0+swx5to+/jPcn+Jof1z28hvn8ctggrB1YYB9Lxl8TVzFsQKBxOG91GxLP1nWwWjNtCbGcHu5bmYnVY6DU6kd2f5fH55J04k0MZtahvo+UBlk/dRWWhm/ie4VQVe9jzhXFi1uW62rHdfr+fTfOMdfF8yhYAiHb6+dkIN0vfsfHEuBDadfbx1dIgQhx+rh/t5pvPgvjr5BA6JHt5eZGxjj18i4O8HDMtWvpwVZr4xzRjPbryejdde/n4ZEdJzfI3rbHw+FjHeX+7wsjuMTgHJZL7TRbfjfkUW7Sdgg2HCU500Or69gCkz9/BzlmbiR+axMUvX3lCdTb97lsOLc/EbLcQ1jac7f9vIwBRvZwkVZcJRGHdWxA5qA1F3+zjhzHvYY0OpmRDFrbEcOKuN/YHWfM3kjlrNTFDO5L88g0nVKfV3RdS+HU6B15dS0V6AYVfpwMQN6I7AHumfUlFWj6OLk78Lg/5Xxh3xIke3LZ+IwOItXsS9kFdqfpmB7ljZmKODsW9YS+WxChCrr8QgLL5X1M66xOCh/Yk5uW7ASh59TM8e3LwZhmBkfJ3v6NqbRqOXw3A3r8zLXfMqPmM8gVrKJz8n4C/XWGo00rPEbFseieXt8ftwNk5hO1LC7A5zPQb3YKdnxXy8eR0WiSHcMeiHo2WB2jVN4zcXZWs/EsmBzeVkvGtsQ1s1c/Ikh01N7lOG14ZspniA65mebvCC+66izaDB5PYty8AycOHE9WuHds/+IAdixY1cetEjq/RwED//v3p39+I2iYlJTF79uya9z788EMAfvOb39Sr98ILL2C1Wlm9enVNmv6ECRNq3r/rrru46667jvvZR5YPEBkZyYwZM+qVmTdvXp3nR9/54MfvAcyfXztN1EsvvVTv/aPbeHTfBw0axKBBg+qU/fnPf87Pf/7z4/ahqT0yOZ+gID+ffxJK5j4rKb2r+O1jBUTHNJxCezjHWCWys4J4e25tsKRLspEl0LqNm+IiCx8tsmO1+hl8RTnjHyqgddvAnBH0gil9MAeZ2b90PwcySontE0Ofx3sTHNPwCWVj5eP6Obnkr/3ZOmsb+z7aR7AzmF6PpNDxVuMkNzolmrgLneSuz8NV6CK4RTCdx3Six/juNZ9RkWNE5l1FbnbNTat53RZhPecDAwD9pvTCHGRi39IDlGRk4ewTwwWPpxzzO22sfGVuJXsX7qsp7yn3snfhPkJbOej7eE9iUqJpcaGT3PX5VBW6CGkRTJcxHeg5vluDn3euu3xKB8xBJnYtPUxRRgUJfcK59PEOOGIanhirsfJdb2jB1v9mkfZpLn4vOLuG0mdsqzrDC9JX5FOYXkFonI3OPw/M2zwez31TqrAEwddLg/g2I4jkPj7uebySqJiGU/7zcowAb85BMx/Mqf3eO3Tz0rXXsYcfnO/6vjiYrdP+x6GVB/C5fTgHJZIy5SIstmOPKW6sTmX19s5X5SX9Pztr6iWN6BDQgQGALi/+nL3TVlCwci/lbi+Rg9rQfsqVmG3HPvRqrE7kgNZ0fuEaMl9Zw+FFqdhbhtP2sUtpOc44CQnvk0jp5mxyP9oOJhP2hHBix3Ym6f8uPit9PpOiXhxL8bQFVK7cBm4P9kFdiZjyy5rJCBtS9fV2XGtr96Ou9Xth/V7sF3eCC+tPmHm+GDqlDeYgE9uXFlCQUUjLPqEMebw1jmPcgrax8lc+1hpLkIm0L4v4YUEeIVFBpAyP5YpJSWezWwGhzeDB9KkeZgyQ0KcPCX36UJiersCAnPNM/h/P2nea3HfffZSUlODxeJg2bRqdOnU6ZtnCwsI6J+QAv/zlLxk+fPiZaNo5odgbWFcyzzURliqeYkpTNyNg/YFpPMMTTd2MgPU003mJu5u6GQHtAV5nL+fHnQ+aQnsO8ih/aupmBKwXmcod/KOpmxHQ/sV9XMknTd2MgPUl1/AGtzV1MwLWncznGVNgDRc81zx9Zk4BzzqTaUlTN+Gk+P3XN3UTjuknDyU4ln/848R3uFFRUTV3DxARERERERGRs+fcGRAvIiIiIiIiImfdGcsYEBERERERETlzdLvC00UZAyIiIiIiIiLNmAIDIiIiIiIiIs2YhhKIiIiIiIhIANJQgtNFGQMiIiIiIiIizZgCAyIiIiIiIiLNmAIDIiIiIiIiIs2Y5hgQERERERGRAORp6gacN5QxICIiIiIiItKMKTAgIiIiIiIi0oxpKIGIiIiIiIgEIN2u8HRRxoCIiIiIiIhIM6bAgIiIiIiIiEgzpsCAiIiIiIiISDOmOQZEREREREQkAOl2haeLMgZEREREREREmjEFBkRERERERESaMQ0lEBERERERkQCk2xWeLsoYEBEREREREWnGFBgQERERERERacY0lEBEREREREQCkO5KcLooY0BERERERESkGVNgQERERERERKQZU2BAREREREREpBnTHAMiIiIiIiISgHS7wtNFGQMiIiIiIiIizZgCAyIiIiIiIiLNmIYSiIiIiIiISADS7QpPF2UMiIiIiIiIiDRjCgyIiIiIiIiINGMKDIiIiIiIiIg0Y5pjQERERERERAKQbld4uihjQERERERERKQZU2BAREREREREpBlTYEBEREREREQCkCfAfk7Offfdx4ABA/jnP//Z4Pv5+fncfffd3HrrrcyYMaPm9eXLl/PrX/+aW265hU2bNp3QZykwICIiIiIiInKOeeaZZ3jssceO+f5rr73GTTfdxFtvvUVqaio7d+7E4/Ewc+ZM3njjDWbMmMFzzz13Qp+lyQdFREREREREzrDi4mKKi4vrvR4REUFERES91+Pj44+7vHXr1vHggw8CcNlll7Fu3TosFgvt27cnNDSU0NBQfD4fVVVV2O324y5LgYEmEmGpauomBLw/MK2pmxDQnmZ6UzchoD3A603dhIDXnoNN3YSA9iJTm7oJAe1f3NfUTQh4X3JNUzchoN3J/KZuQkB72u9v6ibIOcDvf7qpm3BSZs6cyaxZs+q9Pn78eCZMmHDSy6uoqCA4OBiAyMhI9u/fT1FREeHh4TVlwsPDKSwsbDTIoMCAiIiIiIiIyBl2++23M2LEiHqvH50tMG/ePJYtW0ZycjJTpkw57vJCQkJqsgGKi4uJjIwkMjKS0tLSmjIlJSVERUU12jYFBkRERERERETOsGMNGTja6NGjGT169Aktr1+/fqxcuZKrrrqKlStX8sgjj9C2bVv27t1LeXk5paWlWCyWRocRAJj8fuXhiIiIiIiIiJxLnnnmGdauXYvH46Fnz568+OKLpKamsnbtWm6//Xby8/OZNGkS5eXlDBgwoGa+geXLl/Pqq69iMpmYPHkyvXv3bvSzFBgQERERERERacZ0u0IRERERERGRZkyBAREREREREZFmTIEBERERERERkWZMgQERERERERGRZkyBAREREREREZFmTIEBERERERERkWZMgQERERERERGRZkyBAREREREREZFm7P8D2a0CzBmADO4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x1152 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from tabulate import tabulate\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "#数据处理\n",
    "df = pd.read_csv('hero_data.csv')\n",
    "# 筛选属性对应的列\n",
    "data = df[['life','magic','speed','attack','armor','life_recovery','magic_recovery','attack_range','attack_speed','magic_resistance']]\n",
    "# 计算以上列所表示的属性的相关性矩阵，rowvar=False=>表示按照列取属性，否则默认是按行取属性\n",
    "cm = np.corrcoef(data,rowvar=False)\n",
    "\n",
    "#画图\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 解决无法显示符号的问题\n",
    "sns.set(font='SimHei', font_scale=0.8)        # 解决Seaborn中文显示问题\n",
    "\n",
    "cols_cn = ['life','magic','speed','attack','armor','life_recovery','magic_recovery','attack_range','attack_speed','magic_resistance']\n",
    "\n",
    "fig,ax = plt.subplots(figsize=(18,16))\n",
    "sns.heatmap(cm, \n",
    "            cmap='jet',  # 色彩的变化是 light yellow -> orange -> dark brown\n",
    "            vmin=-1,vmax=1, # 设置色彩极值对应的数值\n",
    "            linecolor='white',linewidth=1, # 每个方格之间用宽度为1的白线分割\n",
    "            yticklabels=cols_cn, xticklabels=cols_cn, # 显示文字\n",
    "            annot=True,     # 每一个格子要显示搭配的数字\n",
    "            annot_kws={\n",
    "                'fontsize':12, #显示的数字字号\n",
    "                'fontweight': 'bold' #粗体\n",
    "            },\n",
    "            ax=ax)\n",
    "\n",
    "ax.tick_params(top=True, labeltop=True, # 上刻度和刻度文字显示\n",
    "               bottom=False, labelbottom=False, # 下刻度和刻度文字不显示\n",
    "               rotation=0) # 所有坐标轴刻度文字都水平显示\n",
    "\n",
    "ax.set_title(\"Corrslation Matrix Heat Map(author:202052320126)\",size=15)\n",
    "#plt.show()\n",
    "plt.savefig(\"heat_map.pdf\") # 保存显示结果到本地文件夹下的pdf文件中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "76f51cbe-20a8-4105-9fa5-438cb0da8905",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Oh97znvfoK1/5imw2W87brKQ36CRJtuT8peNehDf1+2BYjV63fLVOU+YJzyhbofOQz/bGk3a2fT74eV84pjq3M69y8AZdcRjmqZDHPB9G8aFhealzKtA7LJ3h3ynwOTpiH+Wwf3iD7oiSKJtNCg5E1d0XUSwel6fGqe5gWHUep/z1NWpwO8YdMyVRvgniDbosUnVSJKY6l8OwvonFE2rv6lezzyOP26GO7gHVe1yKxmJyOhzqHYiosWH89VJV7e8c062mpzpJs/zTzeUNOkmSUzrQGdLhngE1+TyaMsktRSeedrm9xZUze3K9no7AgJr9HjV7M9cpG7V/O5G+ao7Kcd+P+1rrUM+R/dpQo0hssF30e9Tid0uxYT8adhzsdps6A6HMPvUYfW3axspPd6y084rXofWFz5Mc8EjVF6PFWg5/y+gjFvse0QTupUxUyfQNinxvzso36CRJTulgZ0idPQNq9HpUX+uU1+0oi3U4rW73xqsc8z3uPOd4/lTTtZbVaVdVmfO91nFIB7tC6gwMfr/RoE+p7PFq+hSXixcv1vbt20d8fv3115udldI1uAivr9aV/nfObNKOfd3pxQlTo7ZzZ/jNW8y30HnIZ3vjTdton5fCvsTYCnnMJ5ju51efqnA0bpiXdDoyOa6I4/Iz5Jh561362DmzNRCOacMTOzmGGN1gvdY2oyndeR1+/q9aNkePPfuGenoj6f92Oey68H3H63uP/JEYAzA2h7RtZ6fuefjldJ1x1QXztOD4JsML0apnl7bv7tTdDx3ZX1dfOE/z25pGv4k50b4qjKX2a4NL217LIY5T369zGfepW/3asZe+NgrEpuzxpFGu60b7W0Ij+4gmDM5V/TVope8Du/TSrsP69qaXMq4zpjTVau6MxrIYpEMJq/TzB6Ut32sdu7R91zj6+pmbQCUJ9EXSFZiUXJRw/cZtCvRFyjYP+WyvkGmXwr7E2Kw6Tkbp7t4fGDMvZueXOC4/Q4/ZuafNUHdvJD04J3EMkTuj83/DEzt17mkzMv777AXHpAfnUt8jxgBkc7ArlL5glZJ1xj0Pv6yDXSGLc1aaOgLh9AW7lNxfdz/0sjoCYYtzVt3yjeNsfeqOQJi+NgpmtGu38f6t1MpRLSp9H3QEwunBOenIdcabB3pp3zBhlX7+oLTl20csRF+fAboK0xUMZyxKKCUDo6vXvAay0HnIZ3uFTLsU9iXGZtVxMko3nkiMmRez80scl5+MY2bLLa4AI9nOf9mG/bdNxBiAnHUGBgzrjM7AgEU5Km0dWfZXB/vLUvnGcbY2NdvxpQ3FeIx27Tbev1mh1PJjhUrfB9nqvngiQfuGCav08welLd8+YiH6+gzQVZhGrzu9KGGK2+VQY715C7UWOg/5bK+QaZfCvsTYrDpORunabbYx82J2fonj8jP8mOUSV4CRbOd/alqQEf897HvEGAAjzX6PYZ3R5PNYlKPSlm1/NbO/LJVvHGdrU5t9xtuhDcV4jHbtNt6/WaHU8mOFSt8H2epQu81G+4YJq/TzB6Ut3z5iIfr6DNBVGF+tU2tWLEgHRmqeXl+da4xflm4e8tleIdMuhX2JsVl1nIzSbZvuGzMvZueXOC4/Q4/ZU1v3yV/v0qplcziGyJvR+b9q2Rw99Yd9Gf/9zItv6fLlJxNjAHLS4nfrqgvmZdQZV10wL7kYOkZo9tbo6gsz99fVF85Ts4+bTFbKN46z9ambfTX0tVEwo127jfdvpVaOalHp+6DZW6PPfuyUEdcZx06tp33DhFX6+YPSlm8fsRB9fVsikSj75RU7OoKKx8ujGC0t3uSivMVkS87X29UbVmN9TbICM2H3ZJSt0HnIZ3uFTHtwW32RmOpcjry21dLiNfx8tHg1JT7yUGr5kbLkyaKYN4wP5ZCXIud3xD7KIb1847UUY6NQSqJsg8fsUCAkb71LDrtdfQMRhSJxtfjd8tWOP2ZKonwTlE+8Wlleq9IerT22223q7All/He9x6VoPCan3aHegciE6qWq399Z/m6k2P1XK/YHaZZ/ukbxahirjuT6DJ2BATX5PMkLVqNF0/NM28r2qajp25PrU3QEBtTs8yQv2IcsGl/RZS9S+gW51so3jrP1qcfoa9M2Vn66Y6WdV7yOFk/j/VsOeSy4CdxLmaiS6RuYfd1fwO0aGRGvdqmzJ6zOnpDcNQ41eFya1ODKaN9KldXt3niVY77Hneccz59qutayOu2qKvNgH/FwIKRJPvfYfcQx+vop2eLVWZhco6QkJF+tK3kDd/DfZZ+HfLZXyLQHt9U2oylZEZTHOHD1sSrm/z979x7nRnXfjf8zkkaju3Yl7xocYy5rFtx48ZZLCSQGSryBNhdjE2zHbS5NAjY0mCdt2ofmedpfmtBc2uRpY3KxQ39tc6O2qW3ykKSkDjTBLW1+MfFlSQyLHcBxjO1F2t1ZSau7fn9oNavLjK4jjS6f9+vFC0s7M+fMzPd8zzmaXR2N+KhYl1bXtx1yAtWm+J4B8OX/thjvIVVLJZZckkX13wDgd1mV/YiINKWAQbeEQbekvKYy0tn8quTYDvjwsifUGsdaY2qOtUlP5eKp3p8ZgZ+ltN890Vsa8DmtuOIS/8IH5+zfSC/d3n6ovc2PEd942aJsfqs0RmxwrM+vuCQiIiIiIiIiIiIiIiJqIT6gIyIiIiIiIiIiIiIiImohPqAjIiIiIiIiIiIiIiIiaiE+oKPeIwDyXAKnJsOQo0lAMLpC1LHmY2n8xCRjifTHXEW1Yk4iolZhH0W0gO2B9MR4ok7BuQcRdasW5zdLcw9P1GYE4PipGWzfcwSxRAqSaMa2DaNYsczLBUepNowlaibGF9WKMUNErcJ8Q7SA7YH0xHiiTsFYJaJuZUB+41/QUU+RIwmlgQFALJHC9j1HIEcSBteMOg1jiZqJ8UW1YswQUasw3xAtYHsgPTGeqFMwVomoWxmR3+p+QJdKpXDHHXfoWBWi5psOxZUGlhNLpDAdjhtUI+pUjCVqJsYX1YoxQ0StwnxDtIDtgfTEeKJOwVglom5lRH6r+wGd2WzGihUrcPLkST3rQ9RUfW4JkmgueE8SzehzWg2qEXUqxhI1E+OLasWYIaJWYb4hWsD2QHpiPFGnYKwSUbcyIr819BWXL774ItauXYt3vetd2LRpEzZu3IhNmzbpVTci3XnsFmzbMKo0tNz3yHocosE1o07DWKJmYnxRrRgzRNQqzDdEC9geSE+MJ+oUjFUi6lZG5DdLIzs//PDDetWD6iVkvxt1OhRHn1uCx27pnAVZ1eqOJp9PBlixzIvP3XcjpsNx9Dmt2QbWKdeM2kdeLEUSKThEc/WxVBz7DgvkcJnXndSuSR8ZYMXFXjy05QYE5Cj8Hhtskhmnzofh89qQTqUZH1SSS1Zcko2ZYCgGn0uC32MF0trbM3aIqC7dNp6ez41nT0zCIVmakxtNQECOZ/t0rw1+d1F+ps5QdB8liwlBOYY3DDjxNx95M4Kzsc5vD2QslTlAyXiO2ku5PqSbx94ZYMWlXnzi7jchOJ8TB/slIGl0xYiIGmRAfmvoAd0b3vAGHD58GM899xwA4Oqrr8bVV1+tS8WoCgJw/NSMsnBh7onuimXe9u/0Ver+sc1XI55MN/98MoDHLsJjF5XXRHWZj6WhZT5MTs5W/XAuP/Yv9DuwYc0wduwbV+J+6/oR7PnhBF4LRDqrXZN+BOD4q4U5ctPYMJ4dP4MbR5Zg14GJzsv7pC+VfrRs7ujkMQMRtZ9uGU+3IjeagKMngyVjvVVDPn7o3klU7uOmsWF879mXMRtOFMZNp7YHMp7KHIDjtTZWrg9Bl4+9zcCRiSB27l/IiVvWjWD0ch+Qqrw7EVHbMiC/NfQVl1/60pfw13/915AkCVarFV/4whfw5S9/Wa+6UQVyJKF09kB2wcLte45AjiQMrlllanU/eUbu2PMhqlZx7K8eXapM9IFs3O/YN47Vo0uV12wHvUctR+46MIE7bl6uPJzLvc/46E1qMVIud3TymIGIqFlakRsDclx1rBeQm7fQPOlP7T7uOjCBW69Zxj6VdMPxWmcpd7+6/V6en44pH14D2fPbuX8c56djBteMiKgxRuS3hh7Q/eAHP8A3v/lNvPe978X73vc+fP3rX8eTTz6pV92ogulQXAmWnFgihelw+0/21OqezmQ69nyIqlUS+wJU4x5C4Wu2g96ild+j8RTzJAHQjhGt3NHJYwYiomZpRW4MyFHVMgJyVLcyqPm07mOu32WfSnrgeK2zlLtf3X4vgxo5Mci+jYg6nBH5raEHdCaTCcFgUHk9NTUFk6mhQ1IN+tySsmBhjiSa0ee0GlSj6qnV3SQIHXs+RNXSarclrzOFr9kOeotWnNisZuZJAlAml2jkjk4eMxARNUsrcqPfa1Mtw++x6VYGNZ/Wfcz1u+xTSQ8cr3WWcver2++lVk70sW8jog5nRH5r6GnaH/3RH+E973kPtmzZgi1btuA973kP/viP/1ivuhGQXVR2LoEzwQgCoThOvR6GHE0CAuCxW7Btw6gSNLnvtPY4REPqOH5iUqlbJWp1H1riKXnvI3etQmguUfVxqYvVEWe5fU5NhpsTQzrE/sHDp3HvnVcVxP3W9SM4eOS08tqQdk2G8jgt+MO7VhXExZZ1I7BZzfif77sWF/odyvuMj96k1o/ee+dVcNot2LBmGJvGrsCfve9aJNIZTJyRkUil8ed/cB02jV2h/Pxjm69m7BBRfZo9xmqRuuZTNZ67323Fto2rCvLvto2r4PdU+JC2S65xx5u/D7F4smRs9t7fuRJPP3eK4zHSjcduwZ+971r86e9fi/vvGsWfvvda/Nn7rmVstalyfUhV/UsH5/kBr1TyOca9d16FwT7J4JoRETXGiPxmaWTnm2++Gd///vfx8ssvI5PJ4LLLLoMkla/syZMn8b//9/+GyWSCyWTCpz/9aSxatAgPPvggJicnsXz5cnziE5/gX+IByoKz33ryOMauvxi759cdyl9cdsUyLz53342YDsfR57RmO/tWLjhb78LqGajXHVDeEwQBO/Ydw2uBSPctqEu1qSfO6o3NZtYJKIl9n1vCueAc1t2yHOlMBiZBQL9Lwv/8/WuMa9dkLBNw9EQQe344gQ1rLoffa8fZQASP/tsLmA0nsGlsGB94+2/AabfAZRMZH71KpR+dnI7iq3uPIZZI4UK/A4M+Oz7zjUMFCxsfnTiH469OKzmLiKhmzR5jtVJeLo0kUnCI5vL9aj3nngGQEbD/RycK9il7rbrpGneyvPswMuTDLddcVDBm7/NI+OPNvwm7aOF4jPRhAoKhGHbOr3coiWZsWT+CZRc4gVTl3anFKvQhZT+v6/Q8LwAWs1CQEy1moaMeMhIRqTIgvzX0FCydTuO5557D888/j2PHjuHxxx/H7t27y+7T39+PnTt34tvf/jbuvvtu7NixA3v37sWqVavw6KOPwmKx4JlnnmmkWl0jt6js6tGlysM5oGhx2QzgsYtYtsgJj731k4KGFr5Vq/v8e31OKz79Tz/Fa4FI7celrlNPnDV7UWa9Yj+dzuDzj/4Muw68iD0/nMCuAy/iM984BACGtWsyVkCOY8e+cbwWiCAWT+Ore49h14EX8fp09nuwdx2YwMuvzWYfzjE+elteLgGAzz/6MyUnrR5dqny4AywsbPyO1UPKa/arRFSPZo+xWm4+l44MDVTsV1s1Ju26a9yh8u/DO1cP4eE9RwvG7A/vPgpBMHE8Rro5Px0rHb/tG8f56ZjBNSNN5fqQMp/XdXqePxeMlebEPUdxLshYJaLOZkR+a+gv6LZu3Qqr1Yrh4eGq/+LN5/MtFG6xwGw249ChQ7j//vsBZP8q76c//SluueWWquvh97tqqrfRBgbcVW139sSksvC02uKEkUQKQ8t8Gnu3hlLHPHrUrVnHbUS1962SSvGqVzl6aYf61BMPzY4hvY7frHq2Il7bITaaxchze+nsmYWY0Mj/6UymoRjp1nunFa9Gnm+ryi7JJRqxE42nCl43o1/theutR7mtGL8acT1YZveVWxyrzRxjGd0/VSq/mWPS/LKNmAu1+7Wvlp5zrfz7IIfjqvdkSo7hjZctqngs9o3dX249ZRfH6wu/lhuKs2r0Sp/Z7mXqledbeZ758Xr89Ix6rM5GsXJIn1htNqP7vXp1Yr3bYfzaDJ3U33R6ua0s24j81tADurNnz+L//t//W9e+c3Nz2L59O/7qr/4Kf/VXfwWPxwMA8Hq9mJmZqelYgUAI6XRn/MrawIAbk5OzVW3rkCwF33eaHxySaIZDNFd9rGbJ1VHvujXruPWq5b7l76OmXLzWU04ztUt96omHZseQXsdvRj1bEa/tEhvNYPS5+eYXFM/FhFp8mASh7hgx+vz0UEu8Gnm+rSxbK5cUv7ZZzQWv9e5Xe+V611JuPeMBPRhxPVhm55erFq/FsdqsMZbR/VM15TdrTFpcdqvnQp1w7dX2UaPnXCv/PnhcVtV70u+RKh6TfWP3l1up7Grj1e+V6o6zRuvYLCxTnR55vlnnWU28+r029Vh12zpirml0v1evTqx3s+vcS3Mto8vulXNuZn7TiteGvuLyd3/3d/H9738f4XAY8Xhc+a+SZDKJj370o/jwhz+MoaEheDwezM5mT1CWZXi93kaq1TVyi8oePHwaG8eGa1u8vEXqWljdwONSZ6onHpodQ3odn7FOxfxuK7auH4EkmvH0oVPYfNuVBfGxaWwYQ0s8jBEqUJxLDh4+jS3rRgpiZ8u6EXz34EnlNXMNEdWjl8curRqT9vI1bif59+GJZ06q9quDfZLBtaRuMuCVGGc9otPz/GC/eqwu9jFWiaizGZHfhEwmU/fj5F27duHzn/88PB4PBEFAJpOBIAh46qmnNPfJZDJ48MEHsWrVKmzevBkA8O1vfxvxeBx/8Ad/gIceeghvectbavqKy279CzoAgJD9buq5RBKCYMLUbAxelwSP04JkPI3pcBx2yYLQXAIepxV+txVI5+1vyq5nFJCj8HttpT/Xw3wdKy6sPr/ddCiOPrcEj91ScXF0OZIoXFAXNR5DJ03/rc75+xQMxeBzS825T3Voq9/Omb9GsWQSZpMZU7PZmB7wSuoLZs/Hz+tyDHbJArfdApct+0fDusVQtbFf5bkF5Cj8Hhv8nsbuP/+CrjFtcW4icC4QQ3A+dzsdFsihGEyCGeG5OJx2K2LxJPpctcdwW5xfg3r+L+i0+vbinOQSEZTjCM7G4HaJMMOEqVAMNqsZTpsFPrdVPX82oCuvd4Pl9tJvdbLMzi+3mr+gA6D72CVXdsH51Tp3aFDV17eec6+wj2rZRWOBQZ8ElFuaqIHrZfTYoOljV3N2ba+gHIPfK2nPH3KKrqVJAIKzMSxeZMO0nERQjmKg3w6zCZicqjzPZt/Y/eVWKrumeM1r+z6vLfuBYK7tl2vnVeSAmq6PTjm4V/rpuspssC818i/oAJSP1TZndL9Xr06sN/+CrnvK7qlzblJ+04rXhr7i8u///u/xb//2bwXrylVy8OBBPPnkkzhz5gz+9V//FVdeeSX+6I/+CA8++CA2b96M5cuX46abbmqkWt0lA3gcIn59KqIsIHuh34E7f/tyPPKd5xFLpCCJZmwcG8aBn7yKDWuGsWrIl+3UTcDRk0HsmF9kWBLN2Lp+ZOHnetbRLmJomS/bWDQezh0/NaOcQ+63g1Ys82oP8uaP67Ev/AZRzcfoBK26T51MAI6/OoNnDv8Kv7VyCb62f+FabVk3gtHLfYWTbK14u9iL46/qGEPVxH6V59Z1cU31swBHXgxiZ16c//Hv/SZCc0k89sMJjF1/MXYfmGC89KoKfUZxTvrV+RD+7b9fwdj1lxTE1KaxYQz67FixrI99DRHVphVjl3rmDq1Qz7nXs4/KWGDLuhGMDvuApEYZ7Xi92oEZOPKSyrUsnj/kaF3LS704MpE9jtsp4u03XopdeeMxzt9IF6JG278i2/Y12zl0zgHMKc3X6Z8DlIvVDnlIR0SkyoD81tBXXC5fvhxWq7WmfW666SYcPXoU3/zmN/HNb34T/+t//S/Y7XZ88YtfxKOPPopPfvKTMJkaqlbXkSMJpdMGgNWjS5WHc0B2ocLdByawenQpduwbR0DOfs1oQI4rH+Dltsv/uZHnEEuksH3PEciR6iNbj2O0o3a6T+0qd+9/982XKQ/ngOy12rl/HOenY6rbF8dKQI63XQx1a1xT/c4FY8pAAMjGRDIJ7Nw3jtWjS5WHc7mfMV56Sy19Rm7bd6weKompXQcm8KtzYfY1RFSzVoxd2nV8VE+96tlHbSywc/84zgVjqtu36/VqB+en1a9l8fwhR+ta5t+TW69Zpjycy23D+Rvp4VxAo+0HYmXbud45gDml+Tr9GpeLVSKiTmZEfmvoL+gSiQRuv/12XH311RDFhb9y+sIXvtBwxWjBdChesDAhBBS+xvzr+fcDchR+lxUBOaq6Xe7nrVRyDvN1mQ7HC/5CrtnHaEftdJ/aVe7ey2H1GAjKUQy6pZLti7fTutZGxlC3xjXVL6gSp3OxZEGez8d46S219Bm5baOxlOo+6UyGfQ0R1awVY5d2HR/VU6969lEbC8QSKUzNRrHYU7r+Rbter3agdS2L5w85WtdyajbvOBrjMfap1KhybT9mtWi2c2T0nSMwpzRfp1/jWvspIqJOYUR+a+gB3ZYtW/SqB5XR55YgieaC4FB7jUz2/36PDQDg99pUt8v9vJW0zqHPWf0ERo9jtKN2uk/tKnfvPS6r6rXyFV0rrVjxe9SvtZEx1K1xTfVTywl2m6VggVrGS++qpc/IbWu3mVX3MQkC+xoiqlkrxi7tOj6qp1717KOV6/vd6jm7Xa9XO9C6lsXzhxyta+krmkdw/kbNUK7t263q47k+pxUQBF1zAHNK83X6Na61nyIi6hRG5Le6v0sylUrh05/+NH7rt36r5D+qQADkuQROTYYhR5OAUPRzMxAIx/GrYAQvnZ1FGhl8bPPV2DR2BTasGYZdMuP+DasKPqzdODaMg0dOY+v6kezCsgJgs5qxZf1IwXZb14/AJpkLy65UHx147BZs2zBaUJdtG0bhcVT/m0F6HKMd+d1WbFW5T35PZwzMmqIoJj0OC/7sfdfCLABb1qnEtNWM08EITp6bzW7vtODjH7gOf/COFfiT378G7/2dK/HxD1wHv9eqHUMtaAdqujWuqX6D/VJJnFstArauH8HBw6excWyY8dLD1PqMe999FSKxRGHuEgDRLOD+DaswG46XxNSmsWEsXeyEzWZuWb7rOvP9xviJyZb2G0RGa8XYpV3HR/XUy2O34DN/eAM+c9+b8Se/fw0+84dvxmf+8Iay+6iNBbasG8kuUK9TvXrFgFcqmRNvWT+Cwb7aruVgv4Q//r3fxJ/+/rVYNujCvXdeVbDNfe9eBTkSRyAcb3AhEeplgz6Ntu+X4LFbCj4X2jR2BT62+Wp4HKLuOYA5pUgTPisodz87QblYJSLqZEbkt7r/gs5sNmPFihU4efIkhoaG9KxTV0unM+UX2zUDv3h1GpPBOeV77S/0O7BhzTD2/+iEss97f+dKbBobRjqTwRUX+xBPpPBH77k6+1Ans7Cg77ILXHhg428igwwG++wIzyXwse3/oRznY5uvRjyZbv7CtBlgxTIvPnffjZgOx9HntGYHHrWUoccx2lEG6HdJeGDjb2IunoTdaoFDMnf+edVLY0FqCBls/8ZRjAz58PEPXIfQXAIDfXbI4RgOvzhZsEj7vXdehR/818u47o0XYvvuwuM4bRasu2U50pkMTIIAq8Vk7ALN3RrXVL8kMDrswyfufhNmQjFIVjP2HHgRt1xzEW6++iIIApS8Pj0bBYRMdpLImOkNaWDVkA8Pbb0Bk9NzMAkmfP17P8drgYiSu/r7nCV59M8/eC3+1wevQyicgE2yIJ3KIJlO4SuPHcU73jLUOQvStwuNvorXkXpCK8Yu7To+qqdeFuCVM6HaFppPAT63yvwgpbG9CcggUzDGzSCTfVCktU+vSAM+tblWWmN7rXsMIDSXxM5943A7Rdx5y3Ksu2U5LGYBSwfdBX3x1vUjWDXk0y6DqAy3w1IQr2Lep3bxZLrgc6FtG0azP9A7Z7ZrDjZCE8d8mvezQ3icYkGsWkX+thoRdYdW57eGvuLyxRdfxLve9S4MDQ3B4XAgk8lAEATs2rVLr/p1nddeD6suBPu5+26Exy7i/HQMp8+FlU4aAFaPLsWOfYWLE37zX1/A2puGsOepCUiiWdkf6exv9uTKeOlXM/jrbx2CJJrx0JYb8JlvHCo4zskzckFZxfXRVQbw2MWF49YzmNHjGG1GjiQK7guAwnvaY7QWS153y3LEEikcemESh16YhCSa8Ym734QTp0tj+Kt7j2HbxlHl4VzxcXYdeFEpL9c2yrXLpuvCuKYGJYHFHgmCAPw/X/tvrL1pCP/wxC9K8kQuzh/acgPXPOklaUA0CTh1NqTah1+wyFmS0+RwCl/cfVgzhnq1z6mXVl/F60g9oxVjl3YdH9VYL62F5j9x95s017GodX5wfjqGh/ccLdn+L+95k+o6a72krrmWyj0+F4xh5/ycfO01Q/in7x1HLJHChrcO42//+WcF93fHvnGOzagu5wIxfP7bpeO1T9z9JthFU/mxh945s11zcIs1a8zX6WPJc4EY/uZbP1ONVa5BR0SdzIj81tADuocffhjJZBJmsxnxeByCICCT6dFeu0pBea7sQrBBOYp0JlO4jcYi1Lk/qy9eSFZrsdmAyiKHJWWpHI+aq9MXB9ab1vVIF+WW3OLuWjEcjaWqPo5a2+jle0DtQ1mcVqMfiMZTSgzzQ6DeMh2Ka+a/wEzpWGMuliwbQ8x3tWHfTUTVqmeh+VpzjFYZQTna8w/o9MrXBdc4f1ymMUbj2IzqUS5fxKwWjj0M0KwxX6ePJevp24iIOoER+a2hb0c/duwY/vAP/xDvete78Cd/8id45zvfiY9//ON61a0r+Tx25TtMc/IXgvV7bTDNL/BbvE3J60zp/sDCYrPF2/vnF7bOp1VWpyxM2w207lev3gOt62EShJL3yrUXu2Su/jgqbaOX7wG1j9zitIB6P2CbXyze7+Fi3L2mzy1p5j+/t3SsYbdZysYQ811t2HcTUbXy+/KcSgvN15pjtMrwcXygW74uvsZa/8695tiM6lEuX3DsYYxmXfdOv5/19G1ERJ3AiPzW0AO6r3zlK9i1axcuuugi7N27F4899hiWLl2qV9260oWLnGUX2x3wSli62IlNY8PKNgcPny5Z2HrT2DCefu6U6mK9Wgv6+j3WkveHlni4+K/BuABzIa3rcdFiZ8F7W9ePYLBfwkVF7SW3Bt0TB09iY9H72zaMYmiJp6q20cv3gNrHgDe7OO3Bw6dL4vnDa1fiuwdPYuv6kez6o9RTPHYLhpZ4SvLftg2juGyJtySnWYRMyULHuRhivqsd+24iqlY9C83XmmNy44XiMgb7+FcMeuXrwf6Fa/z0oVNK/5v/79zxOTajepXLFxx7GKNZ173T72c9fRsRUScwIr8JmQa+k/LOO+/E3r17sXbtWvzLv/wLRFHEunXrsH//fj3rWFEgEEI63RlfrTkw4Mbk67OQIwn1xXYFIBRLIhRNIpnMIBpPwueW4PNaEZiOIzgbg88jIZ5MIzyXgNMmwiqaEJ5LwOexzX+1VRR+rw02qxmBmWhhGQIKyjaZBMjhOCSrBeFoovrFf3PHCcXR584OFgcWuTE5OdvkK2iMgYHaz21gwK36vmq8WrLrGgTl7L0b7JeAZL211U89562Lojj1OERAAAJyHFOhGPpdkjLpnYkkEY2nMBOOwyFZ4LRb0O8SIYcSmEskIQgmTM/G4PfYsvtksscORROwWMyYCcXgm/+ZHNJolxUYdp00ND1e6yyjU7TFueXlWH+/DeG5JGZCMXhcUjb320XMRRNw2EQM+iQgUf2h2+L8GlRLvBp5vk0vWwBC0STkuSRi8SQ8Diti8SQW9TthFTMIygnEU2kkk2nMRZNY5LMhEU8jMBOFz2uD2ZSB1WxW1i3RQ1df72Lz7TSSSMEhmjX7jVrzq16MuBcss/PLVYvXVs21dDk/lTmK7uO5esoQs+tZBOVs/l1c1Herlq02Hi5Xjjm7Fl1QjsLnsWUfzqXKbJ/H6LFB2821tO5x3n28cMCJWCylHNNuM+O1ycjCnCPd2PnppZvzVTuVW6nsmuK1XL6oNS/UUMdm6Yoyq7judZXZpvez6nit0Le1M6P7vXp1Yr2bXedemmsZXXZPnXOT8ptWvDa0Bt3AwABkWcatt96KrVu3oq+vD36/v5FD9gatxXYF4PipGWWh2Nxv0PjcVhx/eQbfevI43rn6MpyZDGHXgQllm01jw3h2/AxuHFlS8P7W9SNYNeTLTg4yRWU7RNWylg04q3o4p7av3+dqzvXqdmbgyERQWTw+92R+9HJf1ZPqrqPWRjKA32XFlZf6laR8/NQ0Xp+O4dEfvFDQHpYOuDD0Bjd+/WqkJE5XLPPC4xTx8tlZ7Ng3XtJeen0RbGoDeTnW7RTx9hsvLcjtG8eGceAnr2Ls+otx4Cev4q63Dvd2vuhlGcAlWeCyWXD81Az++pv/tZDvNq5CJgNMTs1h14EJ1Vi6e+1KLPLaOmKdi7Y031cNLfNl+yX2G0TG0pijrFjm1a991lOGCBx5UWWsf4Wv/ERfa86oJQUMuqWFNec4Lsiqda6ldY8v8eLoRBA79o1j2QUu3Hb9JXjkO8+r39O0ynGJqlEpX9SaF0gfzbrunXw/6+3biIjanQH5raGvuNyxYwc8Hg8eeOAB3HPPPfjd3/1dfOUrX9Grbj1HjiSUiQCQXYBw+54jCMhxbN9zBKtHl0IOJ5QP13Lb7DowgTtuXl7y/o594wjI8ZrKkiOVI01r39deDzd8DXrR+emY0uiB7PXcuX8c56djBtesvQXkOH51Lqw8nAMW2sPJM7LSbtRiPCDHlYdzuZ+Vay9ErZSfY2+9ZllJbt99YAKrR5cq/2e+ILV++Vfnwjh9PqzEj1osPfKd5xGJparq+4mI2l0j85tmlnEuoD7WPxdg390Ktc61tO7x+emYMn+44+blysO5/GPynlKjmC+oUzBWiahbGZHfGnpAl+/666/HW9/6Vlit/K71ek2H4srNz4klUgjI0ez7ApDOZFS3icZTmvvWUtZ0uPIDCq19g7NzFfelUsHc/c0TS2S/LoW0BeSoZntIZzIL7aboZ9PhuObPtNoLUSsV5FgBqrGqvC8wX5B6v5zOZApzpEYszcWTVfX9RETtrpH5TTPL0BrrT82y726FWudamnPdvONEY+pzb95TahTzBXUKxioRdSsj8ptuD+iocX1uSVmAMEcSzfB7bMr7JkFQ3cZmNWvuW0tZfc7KD1i19vW57RX3pVJ+r039emrcO8rye22a7cEkCAXtJv9nfU6r5jXXai9ErVScY9ViFZnC/zNf9Da1ftkkCCU5Ui2W7FZLVX0/EVG7a2R+08wytMad/W723a1Q61yrmjm53aY+9+Y9pUYxX1CnYKwSUbcyIr/xAV0b8dgt2LZhVAkCZW03jxXbNozi4OHT8DhFbBobLthm09gwHv/xiZL3t64fyS5QXUNZHkfldWi09r1wkbPha9CLBrwStqwbKbieW9aNZBd2J01+txUXLXZi821XlrSHoSUepd2oxbjfbcXW9SNVtxeiVsrPsU8fOlWS2zeODePgkdPK/5kvSK1fvmixE0sHnUr8qMXS3WtXwiGZq+r7iYjaXSPzm2aWMehTH+sv9rPvboVa51pa93igT1LmD/t/dAJ3r13Je0q6Y76gTsFYJaJuZUR+EzKZTCctQ6oqEAghne6M0xgYcGNyclZ7AwGQ5xKYnIlBEk1w2kX0u0UEpuN4fSYKr9sKp11EOJLAdCgOn0eCxWLC+WAEA312ZDKAHI7BabciFImjzy3B77aWLlQtZL9f/3U5BrtkgdtugctmqX5R2vn9p8Nx9Dmt8DhEDCyqcG4drOJ909hHjWq8itnvuJ2ajaLfbcs2+nqWy8jdl1D23nvsNdxTFfWct26Kz8VhgRxOIBJPwSFZsq8jCUyF4nDYRMQTKURiSbhsItxOEUhnIIfjkKwWhKMJOG0iYvEkXA5r9roI2XXsAnIUfo8t+3BOo51Uup5+vwsvn57S7bo3qunxKgDxtICzr4fa4nz1Zmjc5+TlaI/Likwmg6nZGLxOCal0CmaTGdOzMfR5JPS5LZAEc9X3oC3OT0uVba6WeDXyfFtStgCEokmEYkkkk9mvtFw66EIsnsDUbBxOu4hYPIVEMg2nXcRMKAbJaoZdssBiFiCH4uhz6deOu/5611FuTflVR0ZcD5bZ+eWqxavWWEDPMWeu7IbPz1TF+E5jn2AoBp/W3CmfObuuWXC+jIE+CUiV2R5QxvpBOQqfp3Ssr3ru+efitVWuVwOMHhu0aq6ldf1L5M11fW4J6XQG06E4/P02hOeSCMpRXHSBC6Fw9t8+rw2LfdrHZN/Y/eVWKrvueC2OrXK5t4q83Ct9ZseUmd+feG0Y8FbRnzRaZpXHVVMSr+Vitc0Z3e/VqxPr3ew699Jcy+iye+qcm5TftOLV0vihSVcC8PJrs8oC1Csu7sPY9ZcoixPmnto+9tQEXgtElL8Y+t6zL2M2nMBH3n0VpsNxfOtff6Zsv3X9CFYN+RYmdAJw/NSMsvh17rcCVyzzVl/PDOCxi/DYReU11ckMHHkxWHKPRy/31TQ4K3tfO+3+qJzL1vUj2PPDbNxf6Hdg49gV+OreY3A7RbzzLUN49AcvKNtuGhuGwybisacnMBtOYOv6EezcP660mdx18bus8Lvm/2pO5eFcVddTAP5r/DX87T//rPOvezW6Kc7a3K9fj+BbTx7H7Tdcgkd/8CJiiRQu9Dtw11uHS/LFYJ8NS/yOzr4HjK3aCcDJM7M4PRnCrgMTSoxsWDOsjCMk0YwPvvONEC0mfO4bhzTzJK81EVWtXfO1ABx/tcZ6mYCjJ4MFObNk7lS8/YkatgcAUWOsf4VPe6Jfa71Im0Xj+g/7gKTGPrm5rkNUYt3tFPH2Gy/FrgMTWHaBC7ddfwke+c7z1d9TomqUyxfJ8p/jtGVeJm1m4MhLOnwOZJR6+jYiok5gQH7jV1y2mYAcVyZiAPCO1UNKQADZRQl37h/H6tGlyutdByZw6zXLEEuksh/o/usLBdvv2DeOgLywcLkcSSgDt9w22/ccgRxhL2qE89Mx1Xt8fjpW03G66b6qncuOfQtxv3p0Kb669xhiiRRuvWaZ8nAut+2uAxOYmo0p7SJ/32qvS7XXU44klIdztRy/U3VTnLWz3HVePbpUeTgHZGNfLV+kMuj4e8DYqp0cSeDkGVl5OAdkYyR/HJFdzLi0nynOk7zWRFStds3X9dSreO6lNndqZHsg+9u3an33uYD2WL+eckjduaDG9Q9Wnmvlx9St1yxT+ts7bl6uPJwrOGaZe0pUjXL5olyOa9e8TNr0+hzIKPX0bUREncCI/MYHdG0mIEeVAACAaCxV8BrIBgYE9dfpTEZ1+4AcVV5Ph+Kq20yHOeEzQrDongPZ+xHMu2fV6Kb7qnUuStwLWPh5/r/ztk1nMsr2am2m0nWp9np203WvRq+dr1GU61wc3xrxLkfiHX8PGFu1mw7FS/t9lRjRGhsU50leayKqRrvm63rqVTz3yu0T0BiH17o9oD3Wn5rV3qeeckhdPdc/pyCm8vpXrTl6NcckKqdcvJbLce2al0mbXp8DGaWR3EpE1M6MyG98QNdm/F6bsgghANht5oLXQHZxwvyvKch/bRIE1e39Hpvyus8tqW7T57TqdBZUi+J7DmTvhy/vnlWjm+6r1rmUxL3Kv3OvTYKgbK+2b6XrUu317KbrXo1eO1+j5F9n1bZQ9NrjsHb8PWBs1a7PLWn2+/m0tinOk7zWRFSNds3X9dRLaxzu1xiH17p9uX363bXvU64cUlfP9c8pjqncv7Xm6NUck6iccvFaLse1a14mbXp9DmSURnIrEVE7MyK/8QFdI8zA+dkYXvj1DCZDMcCM7MK8cwmcmgxDjiYRiiWVf8ME/Pp8aOG1GQiE4pg4IyMQjiMUSyIWT+Led1+VXUPmrcOYkqO4986rCj6o3bJuBAePnFZef+DtKyBZTdg0NozfuLQf73/7ioLts/ubcCYYQSAUR2gujo/ctapgm20bRuFxiIZcxl434JXw539wLf5q6434k9+/Bn9174348z+4FoN9Uk3H8dgt2LZhtCvuq9q5/I/3jOLyi/pw/12jGL6oD/e9O9suDr94Dh9eu7Jg2823XYnfuLQfFy5y4k/fey0+9nu/qbSZFRf34c8/dD3OBCM4PxsDxMI2C1P2dShSXTvxOCy4v0uuezW6Kc7amcdlwae2vglXXzGAretHlOt98PBpbFk3UtInmAV0/D1gbNXO47TgNy7txx+++yr87z/4LXz8A9fh8qVeJT8C2eu4dNBREEeSaMaH167EBT47nn7uFK81EdWkXfN1PfXyu60lOfO+d18Fv0f9Q+1atweAQZ+EbRtXYdPYFdiwZhibxq7Ato2rsNivPdb3u614YNNowT4PbBotWw6pG+yXVK/lYl+ZuZYpO08PyFF89D2/iU1jV8AumfHR94ziT3//WlgEQX08Zs5k5xOC9qGpC81/BjR+YrLh+z/ok0rGbFvXj2CxXyqb49o1L7cVU+Hnb0Z/GjrglVT7k1o/BzLKoE9SzYPl+jYiok5gRH6zNO3IZcTjcbzvfe/DiRMn8NBDD+H222/Hvn378JWvfAUXXnghAOCRRx6BzdbGv3mhsqDr/RtWQYBQsDDvprFhfO/ZlzEbTmDr+hHs+eEEXgtEcKHfgbveOlywf27bAa8NG8euUNbYutDvwIPvvxYzoThEiwmHXziLu+8YwcSpKbgdIkTRjD3fO64c54FNo/jUlhswNRuDzyNhWo7hM984hLHrL8bu+e/Nv9DvwMc/cB0ymQz6nNbswI2LBxtDKPz+8VzDXzLorO04GWDFMi8+d9+NmA7HO/u+ZoAVF3vx8Q9ch+OvBOF2iIjMJfG1xxfa1kfuugqf3PImvPZ6BLsPvIi1Nw3BZAIuv6gfmUwaf/WPP124nutHcO+dV+G110OwWCz41P/7k4JrfeAnr+D4q9PKBCi/nZZtJwJw/NUZfPvJ40r5Ky7x4aIBB5A27Oo113ycffGPbsHZQKiz46xdmYFXXwthajaOnfvH4XaK2Dg2jMF+O06fD+Nf/+tlrLtlOZYOOtHntiGRSGLJYkfnL8bdTTmsFUzAsZNT+OreY3A7Rbz9xkuVtXEu9Dvw0fdcjdPnZ5FMZRBPpOFxWvFHm6/Gy2dmkE4D+/79JWx62xX4HxtH4bKJvNZEVL12zdf11MsMmE0C1t2yHOlMBiZBgNkkZH/xUm0sV+v28+KJNPb/6IQy/ty6fqT8uQhALJ4q3YcPfuqiei21mICjJ4PYsS87BnvnW4aw/0cnsOwCF2570yV45PHs2nMrLu7D//7g9QjMzMFqMcNiyuCRx3+OU2dD2LZhFCuWeY1vE9R8AnD81EzBZ0CN3n+raCrIMVZx/klSuRwnAFZL0X4W/j6+Iq9d5+eBVUM+4+btJo3+xAQgVXHvtuB2WPDAxt/EXDwJu9UC0ZBPmImI9Nfq/GZI+rRYLNi+fTt2795d8P573vMefOhDHzKiSjVTW9D19PmwMvDPvbfrwATW3jSEPU9NYMe+ceXfq0eXluyf2xaA8nAOAF4LRPDZrx9S9t3w1mF87huHEEuksOGtw/jOMy8UHOeLu47gc/fdiMsvdEOeS+Dzj/4Ma28aUh7O5Y756X/6KT53343w2NtgQt3DtBYu/8Tdb8JiT41P5zOAxy5m7+n8604lhxP49D9lH7L9ye9fg+27Cxe9/tJjx/DxD1yntJU9T00AyP5mw7pblhdez33jeGDjb8LlkEqOs3P/OLZtHMXxV59DLJEqaKeV2kn+Ytz55Svbd6sM8IZBF6xCRnlN+jk/HYPJZFLyQmw6hWgshYf3HFVi96VfzUASzfj4B67DZ7/xXH35oh11UQ5rtoAcV/Lf2muGlIdzQLaP/9t//pmSyzaNXYHzU9GCMQoAfOVfjuGhLTdwHEBEtWvXfF1jvc4FYgX9K5Ady2n1q7Vun9sn96EwAGW8WW6f89Pq+/zlPW/CoLsL+vsWOhes7foH5Liy/dprhvDoD7Jz7TtuXl4wjzj+6jQe+oefYNvGUfz1tw5lH8xsHMXffOs5bN9zpPvnAwSgcD4IZOOrkft/LhDD9t1lcoxGjpMj2c99ivdjHGblt2tgIQ88tOUG+F3G/GVyPf1JOzkXiOHz3z7csfUnItJiRH4z5AGdyWTC4OBgyfuPPfYYnnrqKaxZswYf/OAHqz6e3+/Ss3pVeeHXcsmCgelMRnURwdxvOub/O3+Rac1tNX5WsK/GcSKJFIaW+XD2xKSyb7nt9DIw4NbtWO1Gr3Mrjtfjp2c0F59cObRIlzIbYdQ9VWIX2guxyxH1xbDTmUzJe3PxJJBRbwfReKrgdf5vJ5drJ/l1rGb7VmpWvDajjHZk5Lm98GsZqVS6MLY0cniuDdSaL7r13mnFq5Hn26yyXzp7puJYIJfLcjlRta8JxXDlpX5d69aN17sZ5bZi/GrE9WCZ3VduK+darT6/Wsfh9Yzbq90n/9zV5pqxRApTcgxvvKw58wOjxwbtMtfS6l+15iO5eUTxv4vnA+wbu7PcRueDen02UEs9eqXPzC+zoF3Pa8Y4uJbz1OtzoFZe2/x4bffPsaphdL9Xr06sd7eOX9m3d2fZRuS3tvkD5DVr1mDt2rVIp9N44IEHsGLFCtxwww1V7RsIhJBOt/bXNv3e7CK8+TfMJAgl70miWfmtpvx/516rbiuU+ZnKvmrbOkQzJidn4ZAsBd+ZqrWdHgYG3Lodq93Uc25aiaM4XnOLTxbfm363zfDraeQ9zcVuLJFSFmIvvkYeh1X1fZNQ+P0/kmiG3WoBhIzq9jZr0eLvRW1Nq53k17Ga7VulmfHaSBmdwuhz83slROMp1djSagO15Aujz08PtcSrkefbzLJ9bqniWCCXy3I5UbWvcUm61rFbr3cj5daaX/VixPVgmZ1frlq8tmquZcR1rXUcXs+4vZp9is9dba4piWb0e/TN2TlGjw3aaa6l1b9qzUdy84jif+fPB9g3dm+51c4Hm/3ZQC316IU+s7jM4nYN6D8OrvU89fgcqFnXtpp4befPsaphdL9Xr06sd7Pr3EtzLaPL7pVzbmZ+04rXtvlSao/HA7PZDFEU8ba3vQ0///nPja5SWQPe0gUDlw46Sxbm3TQ2jKefO6V8x/XBI6cBAAcPny7ZP7ftwcOnSxYGvmdd4b73zO/79KFT2DQ2rLkYcG6x4IOHT2Njme3IOIP9GotPllu4vAfkL3S9/0cncPfalQXX6O61K2EWUNLmNt92JZYOOguv5/oRROMJPPHMSXy46Dhb1o3guwdPKq/z22mldsLFuKkZBrwS0ql0QV5Q6zO2rh/B9//zl1yMu0f53Vbce+dVmmOB/PGH1yniosXOkm3uvfMq+D3GfK0PEVE7qHUR+HoWja9nH7W55pZ1IxjsY39fq1rnWn63VZmL5/evWvORx398ouTfnA/0Dr3ng/Xki2bUo9vkt2tgYS5l5Di43nvdLjq9/kREWozIb0ImkzFsxYCHH34Yl19+OW6//XbMzs7C7c4+Rfz4xz+O3/7t38bY2FhVx2npX9AJ2e/3ng7F4e+3ITKXRECOoc9lhdspwmk341wghqAchd9rg8thwetT0ewCvi4RU6EkJqci8Hts8PdZEZiOIzC/rWQxITgbg99rQzSWwuszUfS5JdisZkQTCSBjQjiagNMmYi6WgF0SEYkm0OeSsl9fEE1ikUcqXAxdAELRJOS5JFLpFBxWEeFoolbIoEoAAQAASURBVCmLuXfib3JUq+l/kSRCiRuf15adMCbqra1+DL+nufYWjmNRvw2hcBLB2Sj63TZ4XBYkYmmE5hKw2SyYmo1DEk1w2kT0e0WcD8YQlGPod0sA0hAtZqTSQDSegNViwdT8cRb7JchyYmGhbacIOZx97XNLSKczmA7F0eeW4LFbStuMAMTTAs4GQk1pV/XgX9A1pi3OzQLMzqUQmUsqsepwWhAKJTATisPnkWAyZZBKCdlBQg35oi3Or0E9+xd0eTnRaRORTKcgCCaE5hLwOK1IJNMIzyXgsIlw2CwIzSWy4wS3BKfdgshcClOzMTgkC5x2C/qdIpDWr3pAl11vncrtpd/qZJmdX26v/QUdgNrH4fWM2/P38dhK+m7Vczdn16LL7TPYJwGF37ajG6PHBiXl5825tcbgTZ1rWbJr1wXlKBb12SBaTDgfnMOSASfC82Mzn9cGi9mEc4EIfB4bXE4LArl5f9F8gH1jl5c7H6+RRAoO0aw6H6w7XovzRbm2YcqutRaQo9nPmzzWknFer/SZqmVWcX3qkrv/8RQckkX7nnht8LuLymzwcyAj/4IOQNt+jlUNo/u9enVivfkXdN1Tdk+dc5Pym1a8GvYVl/fffz9+8YtfwOFw4MiRI7Db7fiP//gPmM1m/MZv/AbWrFljVNW0CcDxUzPKIsC537rZ88MJvBaI4PrfGMT1K5dg5/5x5edb1o1g9HIfkAaOv1K477YNo1ixzFuwKK3LbsHRk0FlAdtcGauGfEAGOD4Txd9887mCY/QvFoGMCHjnD5LRrm+uTGRg+EMEmmcGjrwYVI+bJk3CO0ZuEWyHWBDLF/od2LBmGDv2jcPtFPH2Gy/FrgMTBW3m3/77FVz3xgvxxV2Hlfc3jQ3je8++jNlwAts2jGKxN5tgCxbaTquXWdJ+8ur4hkEXrEJGeU3UEAE4+atZnJ4MKXF9od+BO3/7cjzyneeVeLz3zqtw1WX9HTMJogap9Okbx4bx4isBXL9yCf7f7zyPsesvxu4DEyV58UK/A+9+6zC+ltfPbNswin6Ht3K5RETdTNQYh1/hU+9fTcDRCY25mtYHvfXsAwApYNAtYdAtKa97QqU5bK1qnWuZgKMvqdyvy30l7+fPLQqOyflAb5mfsw4t82U/PGzk/pfLF5kybQPA8Vd1bDfdKA34XdaFz990ejineU8EaH+2l0bnfw5Ua/9JRNQpDMhvhn3F5cMPP4ynnnoKTzzxBB588EE88MADeOyxx7Br1y78xV/8BYSiNaTagRxJKB0vkF0gcMe+caweXQoA+N03X6bcvNzPd+4fx/npmOq+2/ccgRwpvLMBOa504PllBOR41ccoV99y25Mxzk/HNOOGsopjefXoUqWd3HrNMuVDaGChzbxj9RB2F72/68AEbr1mWVVtge2HjCJHEjh5Ri6I69WjS5WHc0A2Hr+69xgCctzIqlILqeWk3QcmlLHH6tGlSs4rzourR5cqD+dy+zKfERFlfzNWbRx+LqA+Di83V9NSzz69TO8xeK1zLa37dS4YK3k/f27B+Rvpod7Pgzh3NUa5614p93f650C19p9ERJ3CiPzWNmvQdYLpULxggUAge5Mw/yxRDqv/PChHNfedDhdOzAJyVHW7QA3HqFRfre3JGEGNex6UowbVqP2UxLKAhdf5/54XS6QQjafKttdKbYHth4wyHYojnclox/y8XN9AvUErJ8mRuJLbNPOiRvwwnxFRr9Mah0/Nqvev5eZqWurZp5fpPQavda6ldb+mZtXfz59bcP5Gjar38yDOXY1R7rpXyv2d/jlQrf0nEVGnMCK/8QFdDfrckrJAYI4kmpWvDPC4rKo/93lsmvv2OQsXpfV7barb+Ws4RqX6am1PxtC65z6PzaAatR/Ntqfy79xrm9Vctr1WagtsP2SUPrcEkyCUjfncaz/zRM/Qykke58LYo1JeLH7NfEZEvU5rHN7vVu9fy83Vai2Dfbg6vcfgtc61NLd3q7+fP7fg/I0aVe/nQZy7GqPcda+U+zv9c6Ba+08iok5hRH7jA7oaeOwWbNswWvBB2Nb1Izh45DQA4Pv/8UtsWTdS8PMt60Yw2Cep7rttw2h2AeE8frcVW9ePlJTh91irPka5+pbbnowx4JU044ayimP54OHTSjt5+tApbBobLmkz3z14EhuL3t80NoynnztVVVtg+yGjeOwWDC3xFMT1wcOncffalQXxeO+dV2UXN6eeoJaTNo4NK2OPg4dPKzmvOC8ePHwa9xT1M8xnRETAoE99HL7Yrz4OLzdX01LPPr1M7zF4rXMtrfs16JNK3s+fW3D+Rnqo9/Mgzl2NUe66V8r9nf45UK39JxFRpzAivwmZTKbjl4wNBEJIp2s4DSH7XdHToTj63NmHZ1UvnJvbNxyH0y4inclADsXhsIlw2y1wuSw4F4hhajaKfrcNbqcFrwej2XIcFsRTAs4GQuhzWrODpUzRcUNx+PpsiESTCMrZYyz2SUCytPw+pxUepwg5XOZcirY3mQQE5Vjt512FgQF3dlHkLlTPuQ0MuFXfV41Xc/Y7yKfkGPo9UnZQ1gYLAzf9nha3RYdFO55N2e/kD8hReFwSPE4LkvE0psNx+NwS0ulMSbsIRROQRAvC0QRskgWRaBJ2yQyL2YTwXAJOm4hYPAmXw6peNoraW67NFtX70jf0IRAINe861ajp8VpnGZ2iLc7NnI33SCwJIAOrxYK5WBI2qxnhaAJ9Lgl+t7Wuxc3b4vwaVEu8Gnm+upedPwaxiUimU7BZRczFUohEE/C4rIjFU4hEk/B7bchkMojEkojFU+hzWyFAQHguUToG0VFXXW+dyq01v+rFiOvBMju/XLV4bXas5pfd8PnVM88Ts2tNBOUofB5bdvJdbtmm+XF7bvuqxu0W4Fwwu4/fa8Ngf978Dsb3zW1XfvGcV6XPaupcK2/e4ffaIFlMCMox+PttCM9l5+mLvDaYzCacC0Tg82bn/afPhuH32krGaOwbu7/cSmXXFK/l8kW5tpEftx5b9kFQ0VyhV/rMlpap9Akx+D0SBvLzy/y9nJqNwue2YdBXmPvzf17y2V8VVM+zXD9YZR9ZdbzW2n9Wq5HPbKtkdL9Xr06sd7Pr3EtzLaPL7qlzblJ+04pXS+OH7jACcPzUjLKQa+43XFYs81aX8DOAxyFicjqK588EsOvAhHKcj22+Gr86ny449qaxYXzv2ZcxG05g24ZRvGX0DbAKGeVYWnXK32/r+hGsGvJlB1cZwGMX4bGL2f1erXAuue0dYmPnTc2VAgbdEt542aJswmmDh3NNpxL3W9ePYM8PJ/BaIFIYoyiN9U1jw1g64MLQEvfC18za539DMJ3XTkzA6ckQdnz9ENxOEW+/8dKCdrtxbBgHfvIqNqwZVi1bOQ6gPJwrrvdH33M1ht/gZlsifZiAoyeC2LFvHCNDPtx41Ruwc/8hJd62rBuBy6b/JIU6QNEY4NT5MH59fgZ7//0ljF1/MXZ/ayG3feDtK2CTLMri9CX9PuOHiLpNPfM8ETjyYlBZCD7Xz45e4VOfhAvA8VdqLMMEHH0pWJCPC+Z3VCq/v5t/3ZBa51ppwO+ywu+2KjGlNo/In7NvWTeCZ4/9GuMng7y/VL9K+UKrbVTz2RDpL2/eVnK/UOFeCsDxl3W+Z+X6QTT4WWixWvtPPc6BsUxErdCs/FZGz33FpRxJKIkeyC7yt33PEciR6q+wHEng5BlZGZznjnPyjFxy7F0HJnDrNcuUcl57PVxVnfL327FvHAG5dHHfWs5Fj/Mm0pNaTO7YN47Vo0uV17kY1WojJ8/IFWM4IMeVQfGt1ywrabe7D0xg9ehSzbKrqfff/vPP2JZIN/kx+87VQ8qgAMjG287940hnBMZcj5MjCURiKTzyneexenQpdhfltplwQomj3Hvs94mom9Uz3zkXiKn2s+cCMd3KyO/Xc/toze+oveTfb7V5RP6cfef+cbxz9RDvLzWk3nzBz3uMUe5+VbqXzbhn5Y6pd3m19p96nAMRUSs0K7+V03MP6KZDceUC58QSKUyHqx9AT4fiSGcyJcdRey+WSAHCwr+Ds3NV1yl/v4Acbehc9DhvIj1Vivvc6+lwXHPbdCZTMYYDcnRhXwGaZWqVXW292ZZIL/kxK4c14i0UY8z1uOlQHHOxZGEOy6M1JmHckN7cHjt8Pid8PidS6Yzy7+L/3B670VWlLlfPGC2YP07M22dqtnTuVW8ZAY0y1OZ31F4K7neZeUTu33Ikrvyb95fqUW++4BzVGOXuV6V72Yx7Vu6YepdXa/9ZLcYyERmtWfmtnJ77iss+twRJNBdcaEk0o89Z/SLdfW4JJkEoOY7ae5JoVv4MWxLN8LntKP67bK065e/n99gaOhc9zptIT5XiPve6z2kFNNqWSRAqxrDfayvYV6tMzbKrrDfbEuklP2Y9Lqt6vLkkOCWzgbUko/W5JUTiqYKFi6sZkzBXkd5EiwkPfulg9t+iBYmE+uIpn/3I6lZWi3pQPWO04nFibp9+d+ncS+8y1OZ31F6K73elObvHYVX+zftL9ag3X3COaoyy90tQzxm5e9mMe1b2mDrPDWrtP6vFWCYiozUrv5XTcw/oPHYLtm0YLfg+449tvhoAcGoyXNUCpB67BUNLPLh/w1VwOyTI4Tj63RJE0YSlgy6cPh/CD3/6KkSzCe9/+xtx+vws3v/2Fbj8oj4EZubgtFkKylCrU+777HPfU622wK/afts2jKouol3LtmSA+QWdXzp7Bj63VLKweDfKxeS3njyO1aNLYTIBVyzrx54fvggAhTEKqLaRpQOuijHsd1uxbeMq/OpcGJLVhI/cdRV+PRlBOpOBSRDg90rY9+8nlPXvSsquoi199D1Xsy2RbvJjdjIYwZb1I9iZt3bBvXdeBbtNQCiSAAShKYtmU5sTAGQykEQT/veHrse5QAh/+t5r8dKvppDOAAcPn8aSRQ7ce+dV+OreY0rs/OFdq+Bxib2xzikR9Zx65juDPgkPbBrFqbMhZWy47AKX5kLwHrsFH9t8NU6ekZXth5Z4ypbhd1tL8vG9d16lOr+jJql1riVkv2ZtOhzHxz9wHXbsO4anD53C5tuuxKM/eEG5jx9euxKhuTg2jV2BixY78cTBk2Xn70SV+N1WbF0/UrJuWaV44uc9Osi1+1C8qs8FgQr5HcCfvf8aCIIJcjgOj8uKTDqt3EuP3YI/e9+1iMRSmIslYbdZ4LCaF+5ZufrM/+zsiUk4pIXPF8vGAUo/U2kkRgZ9kmqsavWf1WIsE5HRmpXfyum5B3TIACuWefG5+27EdDgOn1vCr86H8T+/8mxB8i+7AGkGGLrIjSMTQXz6n35a8lBtNpzAfXeOIJnK4G//+WeqPy8uw2oxYd0ty5HOZOB1ihha2ocLFznh99i0B2NF59LntGp3WrVsS61lAo6e7MGF4zPAiou92HzblfjSY0eVc//IXavwe7db4bKJBTGai9+pUByiaIbHboHLVt2DiUQyg/0/OoFlF7hw+5suwf4fnSi41v/rg9fBIZpx6QXX1NWWLl3aj0AgpOvloR6WAZARlDi9/jcG8eD7r8WLr04hnQZ2H3gRd711GM8e+zXGTwa5aHavmV84/VtPHsfY9RfjwE9exdj1F+ORx3+el9euwr8++zImZ6JYd8tyXOBzICDP4Z9/8AI2rBnu/v6FiHpTnfOdWDxVMjbUZAJC0UTp9iaU/eUHq7gw1zMJAqxiz600YZxa51rz/Wz+h8MfuWsVFvVJkEMJrLtlOSxmARctduOfvvtzvBaIKMd895rl2LjGzIdzVL8M0O+S8MDG38RcPAm71QKHZK48zufnPY1RafdVzbEygFOyFOR3pzT/GYUJCMpxZR0jSTRjy7oRLFu8UOZUKFaSm5YtdgIoU59yP6sQB3rHSFP6NsYyEbWBVo/de3NmkAE8dhHLFjmRTmfqWoD0/FTpgoH5i0S/FpjD1x5/XvPn+WXIkQQ+/+jPsOvAi9jzwwk88p2f4//52n/jgn47/K4Kg/u8c/HYK3RatWxLLdPLC8fL4YTycA7InvuXHjuafThXHKPz8Xvtb1yAJX02uKTqHs4F5LjyG2133Ly8pF3u2DeO2XBy/rfY6mtLJpNQZmOi2hQvjH3xhX347NcPYdeBCex5agKvBSLYuX8c71w9VHWfRd0jFx+rR5di94EJ5f+Fee0YRpYP4vXpKHYdeBFf3XcMsXgarwUiPdO/EFGPqnG+cy4QUx2Hay0Cf35affvz09qLxgfkOL6464gy19t14EV8cdcR5uIWqXWuVTwOy81PLCYz/s8/H8auAy8inkjj/zz6M7wWiBQcM5M2VZ6/E5UhRxL4zDcO4a+/dQgP7zmCv/7WIXzmG4eqG+vz8566qbX7auZYxZ/l7TrwIj7/6M8gRxI4P136meHO/Qv9RbncVK4+FetaLg50jJFzgRi27z5acO7bdx/V7D9rwlgmIgM1Nb9p6M0HdHnqXYBUa8HA3CLR6Uym7M/zy+AiqL2tlxeOb0Xs51/faCzV8oU+iWpV0i4EqMatHIkr/2Z/0TuU+BBQ+P88+eON4te90r8QEVWj1kXgtbYPlsmrvTzWbwe1Xn+t+UnBcTT6Xs4pqFH8bMgY9V73cvtV6i/K5aZyx22XGKm1/yQi6hRG5Leef0CXW4A0XzULkOYWDCzeL/ebHab5BVi1fp5fRr11oO6gFUu9sLB4K2I///rabWbV8pq50CdRrbTaRfFrj8Oq/Jv9Re/Ij4/i/+fkjzeKX/dK/0JEVA2tcbjW2FBre1+ZvNrLY/12UOv11xqH+T2Fx+GcgpqBnw0Zo97rXm6/Sv1FudxU7rjtEiO19p9ERJ3CiPzW8w/ocguQ5n/Ilb+IqpYBr4Qt60YK9ts0NoynnzuV/eDUKWLzbVdq/jy/jHrrQN0htxB0/v1XFoLucq2I/fzru/9HJ3D32pUF5W1ZN7/QJ1GbKG4XBw+fLulvtqwbwRMHT7K/6EG5+Dh4+DQ2jg0r/8+Pj7vXrsTBI6eV1/njj17pX4iIqjHoK53TlRsbqs0Bt6wbwWCf9liyl8f67aDW6681P/F7rMr7Tx86hU1FfS/nFKQHfjZkjHqve7n9KvUX5XJTueO2S4zU2n8SEXUKI/KbkMlkOv7bfAOBENLpotMQst8HPR2Ko88twWMvWq+q6OcmAQjOxtDntMJkEhCUY+r75bMA54IxTM/G0O+REI0lYTIJsEkWzEUTcNpEWMxCtoz544ZiSThEc+kip7n6dPAiqAMDbkxOzhpdjaao59wGBtyq76vGqyn7HeRToRj6XVLbLCzekntaS+wLQDwt4OzrofLts7j9Oy0IzMQRkKNYMuhEOJJEUI5ioN8OswmYDSfQ55o/HirkDhXtFvtNj9c6y+gUbXFuZmA6nMRcLImZUBw+jwRRNOFcYA5+rwSn3YLXp6J19RdtcX4NqiVejTxf3cuez22haAIWixnpdBqCYMJ0KDtmSSSSEC0WhOcScDtFxOJJiBYzLGYTAjNR+D22pvcvXXW9dSq31vyql1ZdD5/PiQe/dBAAIIoWJBJJ1e0++5HVCAbDupdvxH1v11jTq4xizY7V/LIbPr9Kc0A1YnatiaAchc9rw2KfBJRbdqjW7QFlrB+Q1XOx0X1zJ5bf1LmW1vwk7z4u6rchnQYmp+YqxgH7xu4vt1LZNcVrEz8b6pU+s64yK113rf5l/v1IIlX6Wd/8Z4ZBOQq/14bBfgnIHybl9Sd+rw2D+XnEnF33NDjfbwz0SUDuG9fmc1EwFIOvCZ8fVR2v9fSHbcLofq9enVjvZte56nitZ4xYodx27G+6sVxDym5SftOKV0vjh25DAnD81IyycGruN0pWLPMqHajqzy/24virZfYrLuPlwm03jg3jwE9exduuvxiS1YwnDv4SG9YMY9WQT+ksL13anw2o4uPNL4LqsYvKa+ohacDvsuLKS/3Z+GiDh3MtU23sV2rXVWzn91px5EQQO/eNw+0U8fYbL8WuAxMF21ktJnz+0Z9VzgFEzWICfnlmFtOzcTzyneeVWNyybgQ/ef4Mrl+5BKOX+7BskTO7PWOzNxTlthUX92HN9Zfga/OLz1/od2D9b1+Ov8+LmbvXrsQPfvIKTp0NZX/7390ev/xBRNQU1Y4V84nAkReD2DmfS3P97egVPvVJuAk4OhHEjn0L229dP1Iw31M1P9b3u6zKa2qhWudaavMTASWfFWwaG8b3nn0Zs+FE+bghqgU/GzJGueteoX/x2EUMLfMVftan8plhQZ9k1uh/LvcBGeDoCY2+JlOaiwz5zKLW/pPISPWMEal3GZDfuvIrLuVIQml0QHYhv+17jkCOJMr+PCDHy+5XqYzdByawenQpdh2YgBxOYPXoUuzYN46AzAV9iRpVqV1Xs9356Rh2zg9yb71mmfJwLn+7k2fkqnIAUbME5DjiiYzycA7IxuLO/eP43Tdfhp37x3F+OmZwLanVinPbO1YPKQ/nAGD16FLl4RyQjZlHvvM87rh5OXMZEfWEaseK+c4FYsrkO7fPzv3jOBdQ72cDclz5wDS3Ped7vUEtvnYdmMCt1yyrGDdE1Nnq6V8q7XN+Wr3/OT8dK9vX1FOXZqi1/yQyUru0G+oMRuS3rnxANx2KKxcxJ5ZIYTocL/vzgBwtu181ZUDI/j+dySj/DshRPU6LqKdVatfVbBfMb+Pz7bN4u3TRt/5q5QCiZgnIUczFkqrxKUey8R1kv9JzinNbNJYqjBGNnBaNLwwqmcuIqJtVO1bMF9SY/03NqvezWvNFzve6X7n5f+7fWnFDRJ2tnv6l0j5a/U9Qjpbta+qpSzPU2n8SGald2g11BiPyW1c+oOtzS8pCfjmSaEaf01r2536Prex+1ZSBTPb/JkFQ/u332PQ4LaKeVqldV7Od31vYxtW2MwlCxTKImsnvtcFus6jGp8dhhSSa4WO/0nOKc5vdZlYfhxS9tlkXFjZmLiOiblbtWDFf8dgwt0+/W72f1dqe873uV27+n/u3VtwQUWerp3+ptI9Wf+Lz2Mr2NfXUpRlq7T+JjNQu7YY6gxH5rSsf0HnsFmzbMKpczNx3y3ocYtmf+z3Wgvcv9Dvw8Q9ch+lwHHI0qfx2nNYxNo4N4+CR09g0NgyPU8TBI6exdf1IdsFWImqIWpv7yF2rEJpLFLTPcu1/wCthy/oRSKIZTx86hU1jwyXbDS3xaOYOolbwu61w2sy4Z91IQSxuWTeC7//nL7Fl3QgG+ySDa0mtVpzbnnjmZEGMHDx8uiRm7l67Eo//+ARzGRH1hEpzQDWDPglbVPrbxX71ftbvtuLeO68q2P7eO6/ifK+bCYA8l0AoEsdH7lpVcO83jQ3j6edOVYwbIups9fQvlfYZ8ErYur6w/9m6PjvP87utqj/ze6x11aUZau0/iYzULu2GOoMR+U3IZDItXw4xHo/jfe97H06cOIGHHnoIt99+O+bm5vDggw9icnISy5cvxyc+8QmYTNU9PwwEQkini05DyH7H7HQ4jj6nNdvoMlX8fP79UDSBqdk4vvTYUe0FJPOO4bSJiMQSMJvNkEQT5HAcHoc1O1nLW4R6YMCdXTi2C/HcSvdRoxqvDZTTTO1WHwhAPC3gbCAEQRCwY98xvBaIlLbPcu3fnP2+96Acg98rwSwICM0lFrZDhdyhot2uUyvitd3OWU+Gn9v8Asbf/Y+TeMfqIcTiKQz6HDCbMxBgyj6cS1U+jBbDz08HtcSrkeere9lF446MkAYyJpyfnsPpcyE898JZXHPlBbhosQuD/XbYrGYEZqJV5zI9dNX11qncesYDemjV9fD5nHjwSwcBAKJoQSKRVN3usx9ZjWAwrHv5Rtz3do01vcoo1uxYzS+74fOrNAdUI2bXmpiajaLfbctOvrWWJBGAk2dmcfKMjHQmA5MgYGiJB0NL3A3lWKP75k4svyVzrfkxWW7dmgv9DmxdfxUymQz63FbEkxm8Pj1XMW7YN3Z/uZXKNmosoFaPXugzm1Jmhf5Ftcxy+1TqT0zZdU8DchR+j63ws8X540YSKThEs+7j/KriVQBOTYYRiaYwF0/CbrXAYTNj2YCzJXOORhnd79WrE+vd7DpXnV/rGSNWKLcd+5tuLLflZTcxv2nFq6Wxw9bHYrFg+/bt2L17t/Le3r17sWrVKnzwgx/EJz/5STzzzDO45ZZb6i8kA3jsIjx2UXld1c/n3weAT/3DT0sWkPzcfTcW7JN/DL9r4Tcn/bk/k817OEdEDcoAbxh0IRqN439+5Vnt9lmu/aeAQbeEQffCbz74cu11fruyuYOoyfIXMD7+6nMAsr+xo8R3Aw/nqMMV5zZkf6v/4d0LC16/9KsZJV6cohnORU5lXyKirldpDqgmASz2SFg5tCg78dd6OIdsH/35R39WsC5FQR9NXSV/TAYArwUi+PQ//TR7vyURkIBFuXlEmbghoi5QT/9SZp+K/Uk6+xmj8jljuvS4Q8t82X7LgHG+HEngM18/xP6QOkc9bZh6khH5zZAHdCaTCYODgwXvHTp0CPfffz8A4Oabb8ZPf/rTqh/Q+f0uvauIsycmVRcEjCRSGFrma+jYWk9LuwHPrbJK8dpu17Dd6gMAkXiqae2zXu12nVoRr+12znoy8tya2f/kdOu904pXI8+32WW3Il5q1c3XW89ymzF+LdaK65FKZyCKC1OK/H8XEISm1ceI+95JsdaoVsRqjtH9U6Xyu3mO2C3l6znX0vN+s2/s/nLrKbuV+TWnV/rMdi9Tr/zSyvPMj9d2nIPUyuh+r16dWO9uHb92Un/T6eW2smwj8pshD+jUyLIMj8cDAPB6vZiZmal632Z8LYBDskASzSVPSx2iuaE/qezEP0euFs+tdB81/IrLxgwMuJvWPhupUztdJ37FZWOMPrdmx7fR56eHnv2KSxXMh8aXza+4dCpfa1nuKy5TqTSQEVR/ViyRTGNWnqtq26756qw2Kbfjv+KyyeV36xyxE8tvxVxLr/vNvrH7y61UNr/ikmUW0yO/NOs8q4nXdpuD1Mrofq9enVjvtvmKyyaU2479TTeW2+qym5nf2uorLtV4PB7Mzs5iYGAAsizD6/UaW5/5BSRzX2lRsIAk/wyWyFBsn9TNGN9UC7V4+eh7rma8UNsxm0148OFnqtr2sx9Z3eTaENWHfXRv4f0mombp9PzS6fUnItJiRH5rmwd01113HX784x/jsssuwzPPPIO3vOUtra2AAISiSchzSURjSSzy2rDiEi8e2nKD+qKsefvJkQSmQ3H0uSV47Jbqb1bevj6vDbFECoGZKPxeG/xulbKIulG1bWh+keSXzp6Bzy1hxSVefO6+G3Vb4LWuujoskMMJvPqLs5CsZkiiGbOROPpcNeYConwZYMUlXvzlPW9CUI6hz2WFzWrGL8+F4LSLSKVScNmsjLFqCMCvz4dw9vVw7X10u8pfMH5+vLDi4ux4ZTocg8tuRXgugcnZGAa8EtcspLq4PXaIFlN1G1f3R3FE7UsEzgViOH56Bn6vDYM+SXs9sYI+Ogqfx4bBPubarpWB0scG5CgW9dmQyQAvzMeKxWzCuWAEfq+NfS7pp5HPmKg56r0n5fbLACsu8+ITdy/0J4v9ZfqfdtPp9Sci0mJAfjPsAd3999+PX/ziF3A4HDhy5AgeeOABPPjgg9i8eTOWL1+Om266qXWVEYCTZ2ZxejKEXQcmlKej9955FXYfeBGvBSLK09IVy7wLHaoAHD81U/JEtWCbMmXm9nU7Rbz9xksLyt66fgSrhnx8SEfdrdo2ZAKOngxix77xkjbSsgVei+p6od+BDWuGC+q0aWwY33v2ZcyGE9XnAqJiJuDYySl8de+xgtiSrGY8cfCXWP/bl+Ppn76Ad7xliDFWTiN9dLtSyYX33nkVnJIFP/zpq/itlUvw+W/9TPnZlnUjGL3cxw8MqWaixYQHv3Swqm0/e38Lx+xEehOBIy8GsXP/eGHuvMKnPgk3AUdPqI9JOW/rQgJw/NXsWGLZBS7cdv0leOQ7zyv3/u61K/GDn7yCU2dD7HNJH904fu109d6TSvtZNPqfYR+g/m3h7aXW/pOIqFMYkN+q/NVY/T388MN46qmn8MQTT+DBBx+E3W7HF7/4RTz66KP45Cc/CZOpdVWTIwmcPCMrD8iA7OJ/X917DKtHlyqvt+85AjmSKNgv19lqbVOuzNy+t16zrKTsHfvGEZDjep8qUVuptg0F5LjyQUhuu1a3keK6rh5dWlKnXQcmcOs1y2rKBUTFAnJceTgHLMSWHE5g9ehS/P13nsc7Vg8xxipopI9uV2q58Kt7j+HkGRm/++bL8LX9hT/buX8c56djRlaZ2ojbY4fP56zqP/5VHPWKc4GYMvkGFnLnuYB67myHMSm1Tv5Y4o6blysP54DsvX/kO8/jjpuXs88l3XTj+LXT1XtPKu13LqjR/wQ7I4/U2n8SEXUKI/Jb23zFpZGmQ3GkM5mCxf+A7A3I/4AilkhhOhxX/mJnOhRX3Sd/m3JlKvsKUD1OQI7C77LWeVZE7a/aNhSQo4a3kZK6arTbXM6oNhcQFdOK93Qmo8RdNJ5ijFXQSB/drsrFhhxWP9+gHMWgW2plNalN8a/iiEoFNfLq1GwUiz2lubMdxqTUOvljiWgspXrvo/GFD2/Y51KjunH82unqvSeV9qu1/2k3nV5/IiItRuQ3w/6Crp30uSWYBAGSaC54XxLNBX+yLolm9DmtBfup7ZO/Tbky8/dVO47fY6vlNIg6TrVtyO+1Gd5GtOpa8jqz8O9qcgFRMa14NwkCkMn+2za/5iFjTFsjfXS7KhcbHpdV9Wc+jiWIiDRp5dV+t3rubIcxKbVO/ljCbjOr3nub1az8m30uNaobx6+drt57Umm/WvufdtPp9Sci0mJEfuMDOgAeuwVDSzzZNX7EhQH2vXdehYNHTiuvt20YhcchFuy3bcNowT7F25QrM7fv04dOlZS9df0I/B4Owqi7VduG/G4rtq4fMbSNFNf14OHTJXXaNDaMp587VVMuICrmd1tx751XlcSWxyni4JHT+PDalfjuwZOMsQoa6aPblVouvPfOqzC0xIPv/8cvcc+6wp9tWTeCwT7+BisRkZZBn4QtKrlzsV89d7bDmJRaJ38ssf9HJ3D32pUF9/7utSvx+I9PsM8l3XTj+LXT1XtPKu032K/R//g6I4/U2n8SEXUKI/Jb733FpZD9LujpUBx9bgkeuwXIAENL3Fjss+PyZf2IxpJY5JHgcYq45PevwXQ4jj6nNduR5i8CmwFWLPPic/fdiOlwHE6biFg8CXkuqRxXU9G+PreElUN+BGai8Hts2UkeFxqnblfUDlTbGQCkgVVDPjy05QZMhWLod0n1txFTdv2QgByF32uD313lcdTq6hTxuftuxFQoDmn+L5ouXeLRPg+iaqSBq4b68aktN2BqNgaHzQKHzYJINIk/eOcb4XKIuHf9VXDZKvQzvW6+zX7xj27B2UCoO9plGli13Ie/vOdNCMpR+Dy27IeBaWBg7AokkcYn7s7+zO+1YbBf6oxF5omIjJIARq/w4RN3vwlTs1H0u23ZybfW0kJaeTilsX2OxhyU2lwGWHGxFw9tuQEBOYqBfjs+teUGvD4zB7/XBrPZhHW3LM/GjY99Lumg2vkxtU6996Qof5R8zpdc6H9y/UnZ/qfdJDq8/kREWgzIb731gE4Ajp+aURZqzf0Gy4plXiADuCQLXFLeJUkDHru48L3Sah1wBvA4RPz69Qg+8/VDqsfVlCk8vksC/Lk/k+fDOeoVmSraGQCkAb/Liisv9WNycrbuh3NHTwaxY9+40la3rh/BqiFf1Q/pCuo6nyOGlvmydQLQ76hwHkSVCMDxVxb6qgv9DmxYM1wQt0ofQ+VlgDcMumAVMsrrjlYUG/mx4HGIZcc4RESkIQEs9khYObQoO54rN/kuk4c1c22FOSi1MQE4/qrKvbvYq/4+7ynpodr5MbVOPfdEK3/k8oQAHP9lB+cRE3B0ooHPVoiI2pUB+a2nvuJSjiSUzg/ILvC3fc8RyJHGHoE267hEpK+AHFcSLJBtqzv2jSMgxw2uGdGC4j5l9ejSkrhlH9Obyo03OBYhImq+enIt83Pn0rp3ATnOe0pEZVXK/Z3eN/CzFSLqVkbkt556QDcdiisXNyeWSGE63NgFbtZxiUhfATmq2lYDctSgGhGVKulTBLCPIQDlxxscixARNV89uZb5uXNp3TutOQXvKRHlVMr9nd438LMVIupWRuS3nnpA1+eWlAX+ciTRjD5nY4t6N+u4RKQvv9em2lb9HptBNSIqpdWnFL9mH9N7yo03OBYhImq+enIt83Pn0rp3fo/6nIL3lIhyKuX+Tu8b+NkKEXUrI/JbTz2g89gt2LZhVLnIue949uTWjKqGAMhzCZyaDCOcTCEQiuNsMIK/+ND1WHFxX/3HJaLmMQGBUByzkTjuvfOqghyQfW3Cqckw5GgSEAyuK/U8j92Cj22+GpvGrsCGNcPod1tx37uvaqzvoqy8PrwT23u5cYzHacEf3rWKcUJEVCszcH42hoNHfo3JUAwwa29az3xSlzkoGULr3vk9VvzZ+67Fn/7+tbj/rlH86XuvxZ+971reUyJSVMr9DfUN83Oa8ROThs1p/G6r6mcrfk9nPGAkItJiRH6zNO3I7SgDrFjmxefuuxHT4Tj6nNZs51ftAqx5C3wvu8CF266/BI985/mCBQPf93Y77KKltuMSUfOYgKMnFxb3vNDvwIPvvxbxRBo+j4RpOYY/+dJ/dubCzNS14sk09v/ohBKXH3j7CmxYczkSyTSGl/XjkgucQKrycShPXh/ese1daxwjAEdPBLHnhxNYe9MQTCYwTqijpdIZ+HzOqraNJxnk1AAzcOSlIHbuX1gEfsu6EYxe7lPPn/XMJxudg5JxyvS7wVAMO/flxc36ESxjv0tEOZVyvwBAyGDdLcuRzmRgEgRAyGTfL9c/tMucRgAsFqGg/haL0HG/AElEVMKA/NZbD+gAIAN47CI8dlF5Xa38RVzvuHk5tu8uXNB1x75xPLTlhuyxOeEiagvFi3u+Fojgs18/hIe23ADRJODzj/6sZGHmz91340KOIGoxtQXD/+l7x7H2piHseWoCkmjGQ1tugN/F306shdZC7B3X3lXGMYHZhTy356kJAGCc9Ai3xw7Rov6FGCUPuTroAxOz2YQHH36mqm0/e/9NTa4NdbPz0zHl4RyQ7Rt27h/HX97zJgy6JfWd6plPNjAHJYOp3Lvz0wsP54D5uNlXIW6IqPeUyf0BOY7tu48WrHNUzfi9XeY056djeFil/syDRNTpjMhvvfeArgH5i7hGYynNBQP5YRhR+yi3uKdNNGsuzNxRH9hTV9FaMDz34Tr7mvqUW4i909t7uTzHOOluosWEB790UP1nogWJRFJ53a0PslKpdNV/bZdIpjErz1W1bS0PP2s5LrWXoEb+DMpRfsBImhg3RNSoesfv7TKnYR4kom5lRH7jA7oa5BZxjSVSsNvMyr9zuCAqUfvJLe6p1lZFi0n1Z52yMDN1p/y+JkcSzcpvXLKvqY/Wde2G9l4uzxF1u5r+2u4jq6s+bk0PP2s4LrUXrfzpY/6kMhg3RNSoesfv7TKnYR4kom5lRH5T/7VQUpW/iOv+H53A3WtXFiwYuHX9CBdEJWozfrcVW9ePqLbVhhZmJmoStbjcNDaMp587xb6mAd3c3svlOeo8bo8dPp+zqv866Wsru1nuL+qq+c/tsRtdXcoz4JWwZV1h/tyybgSDffztf9LGuCGiRtU7fm+XOQ3zIBF1KyPyG/+CrhZFi7z6vTY8tOWG7J+ge2zZjjRtdCWJqEAaWDXk02yrZRduJjJC8YLiLitSaeDCRU72NY2otFB7JyvKcwP9DvQ7LYyTDlXuL7eKdevXVnaaZv0VH7VAChi93Ie/vOdNmJJj6PdI2cl3qvKu1MPy4iYoR+Hz2Bg3RFSbCp9TaMqb00QSKThEszFzGvafRNStDMhvfEBXq6JFXp2ieeH7oflBGFF7SgN+l1W9rZZZuJnIMMVxCaA/91uR7Gvq183tPS/PDQy4MTk5a3SNiIg6QwoYdEt442WLsrmTHy5SNebjRlmLhHFDRLUq9zlFOfNzmqFlvmy/ZdSchv0nEXWrFuc3PqAjIiIiIiJqgdzXYVaSSKYxK8+1oEZERERERERkFD6gIyIiIiKirlftwzEATVvfr9qvw6zlqzDdHjtES3VLi/PBHxERERERUfvoigd0JlOTZtBN0mn1rQXPrfHjtNs1bLf6AKxTNVoRr+12znrq5nMDuvf8tM7LyPM1quxePGcjy66n3G5th+2sprXi2mB9P7UYUXuvpnULP7K65thrZawa3S56MX91W/ntOtfqxdjqtXLrKduIurJMltmMsozuQ+rRiXUGOrPe3do2Oqm/6fRyjSy7FeUKmUymm1ZgISIiIiIiIiIiIiIiImpr1X0XChERERERERERERERERHpgg/oiIiIiIiIiIiIiIiIiFqID+iIiIiIiIiIiIiIiIiIWogP6IiIiIiIiIiIiIiIiIhaiA/oiIiIiIiIiIiIiIiIiFqID+iIiIiIiIiIiIiIiIiIWogP6IiIiIiIiIiIiIiIiIhaiA/oiIiIiIiIiIiIiIiIiFqID+iIiIiIiIiIiIiIiIiIWogP6IiIiIiIiIiIiIiIiIhaiA/oiIiIiIiIiIiIiIiIiFrIYnQF9BAIhJBOZ4yuRlX6+x2YmooYXY2m4LkVGhhwq75fLl7b7Rq2W30A1qkarYjXdjtnPXXzuQHdcX61xKuR52tU2b14zkaWXancesYDejDierDMzi9XLV5bNdcyun/qxfzVyeV30lyrF2Or18qtVLZRY4FivdJnsszG9MJnA51YZ6Az693sOvfSXMvosnnOjdOKV/4FXYtZLGajq9A0PLfOKada7VYfgHWqRivq027nrKduPjeg+8+vmJHna1TZvXjORpbdrm3KiHqxzO4st1WMPr9ezF+9Vn4vtt1eO+devNa16JU+k2W2VrvUoxadWGegM+vdiXWuRi/2Nzzn5uEDOiIiIiIiIiIiIiIiIqIW4gM6IiIiIiIiIiIiIiIiohbiAzoiIiIiIiIiIiIiIiKiFuIDum4nAPJcAqcmw5CjSUAwukKkav4+jZ+Y5H0iokLM49QIxg/pifFERJ2Icy3qJOxrqVMwtxJRt2pxfrM09/BkKAE4fmoG2/ccQSyRgiSasW3DKFYs8wIZoytHCt4nItLC/ECNYPyQnhhPRNSJmLuokzBeqVMwVomoWxmQ3/gXdF1MjiSUYAKAWCKF7XuOQI4kDK4Z5eN9IiItzA/UCMYP6YnxRESdiLmLOgnjlToFY5WIupUR+Y0P6LrYdCiuBFNOLJHCdDhuUI1IDe8TEWlhfqBGMH5IT4wnIupEzF3USRiv1CkYq0TUrYzIb3xA18X63BIk0VzwniSa0ee0GlQjUsP7RERamB+oEYwf0hPjiYg6EXMXdRLGK3UKxioRdSsj8hsf0HUxj92CbRtGlaDKfWeqxyEaXDPKx/tERFqYH6gRjB/SE+OJiDoRcxd1EsYrdQrGKhF1KyPym6VpRybjZYAVy7z43H03YjocR5/Tmg0mLtjaXvLuUySRgkM08z4RURbzODWC8UN6YjwRUSfiXIs6Cfta6hTMrUTUrQzIb3xA1+0ygMcuwmMXldfUhubv09AyHyYnZ3mfiGgB8zg1gvFDemI8EVEn4lyLOgn7WuoUzK1E1K1anN/4FZdERERERERERERERERELcQHdEREREREREREREREREQtxAd0RERERERERERERERERC3EB3RERERERERERERERERELWTIA7p4PI5Nmzbh2muvxZNPPgkA+OY3v4l3v/vd2LRpEz71qU8ZUS0iIiIiIiIiIiIiIiKipjPkAZ3FYsH27dvx/ve/X3nvpptuwmOPPYZdu3YhGAzi0KFDRlSNiIiIiIiIiIiIiIiIqKksRhRqMpkwODhY8N7FF1+s/NtsNsNsNre6WkRERERERERERERERERNJ2QymYxRhT/88MO4/PLLcfvttyvv/fSnP8VXv/pV/MM//INR1SIiIiIiIiIiIiIiIiJqGkP+gk7LSy+9hM9//vP46le/WtN+gUAI6bRhzxlrMjDgxuTkrNHVaAqeW+k+asrFa7tdw3arD8A6VaMV8dpu56ynbj43oDvOr5Z4NfJ8jSq7F8/ZyLIrlVvPeEAPRlwPltn55arFa6vmWkb3T72Yvzq5/E6aa/VibPVauZXKNmosoFaPXugzWWbjx1XTTZ8NdGKdgc6sd7Pr3EtzLaPL5jnrczw1bfOA7syZM3jwwQfxd3/3d/D5fEZXh4iIiIiIiIiIiIiIiKgpDHtAd//99+MXv/gFHA4Hjhw5gnPnzmF6ehof//jHAQB33303brrpJqOqR0RERERERERERERERNQUhj2ge/jhh40qmoiIiIiIiIiIiIiIiMgwJqMrQERERERERERERERERNRL+ICOiIiIiIiIiIiIiIiIqIX4gI6IiIiIiIiIiIiIiIiohfiAjoiIiIiIiIiIiIiIiKiF+ICOiIiIiIiIiIiIiIiIqIX4gI6IiIiIiIiIiIiIiIiohfiAjoiIiIiIiIiIiIiIiKiF+ICOiIiIiIiIiIiIiIiIqIX4gI6IiIiIiIiIiIiIiIiohfiAjoiIiIiIiIiIiIiIiKiF+ICOiIiIiIiIiIiIiIiIqIX4gI6IiIiIiIiIiIiIiIiohfiAjoiIiIiIiIiIiIiIiKiF+ICOiIiIiIiIiIiIiIiIqIX4gI6IiIiIiIiIiIiIiIiohfiAjoiIiIiIiIiIiIiIiKiFDHlAF4/HsWnTJlx77bV48sknAQBzc3N44IEHsHnzZvzFX/wF0um0EVWjXmMCAqE4Js7ICITjfGRNtZmPn2fHzzB+qLmYq6hZGFtEjWM7IuptzAGkJ8YTdQp+HkJElNVg321pTq0qFGqxYPv27di9e7fy3t69e7Fq1Sp88IMfxCc/+Uk888wzuOWWW4yoHvUKE3D0ZBA79o0jlkhBEs3Yun4Eq4Z8AJ8PUyWMH2oVxho1C2OLqHFsR0S9jTmA9MR4ok7BWCUiytIhHxry+w0mkwmDg4MF7x06dAg333wzAODmm2/GoUOHjKga9ZCAHFcaDwDEEins2DeOgBw3uGbUCRg/1CqMNWoWxhZR49iOiHobcwDpifFEnYKxSkSUpUc+NOQv6NTIsgyPxwMA8Hq9mJmZqXpfv9/VrGo1xcCA2+gqNE0nndtLZ88ojScnlkhhKhTDlZf6S7bX69wqxWu7XcN2qw/QHnWqNX5arRXx2g73oVna6dyaEWvtdH560opXI8/XqLKrKbdZeYzXuzqtGL8acT16rcxWjweMONdWzrWM7p96MX91W/mtnmtVmwN6MbZ6rdx6yi6O11b0Kb3WT7NM/eTHa7t/HlINo/u9enVivbt1/NpJ/U2nl2tk2ZXK1SMfts0DOo/Hg9nZWQwMDECWZXi93qr3DQRCSKczTaydfgYG3JicnDW6Gk3Raefmc0uQRHNBI5JEM/pdUsl51HNuWg24XLy22zVst/oA7VOnWuKn1VoRr+1yH5qh3c5N71hrt/OrRy3xauT5GlV2teU2I4/xeqv/XE2zx69GXI9eLLOV44FWnKtavLZqrmV0/9SL+auTy2+XuVY1OaAXY6vXyq1UdrXx2uw+xeg+k2V2RpnVxGs7fx5SDaP7vXp1Yr2bXedemmsZXTbPWV2tzxfUtM0Sntdddx1+/OMfAwCeeeYZXHvttQbXiLqd323F1vUjkEQzACjfEev3WA2uGXUCxg+1CmONmoWxRdQ4tiOi3sYcQHpiPFGnYKwSEWXpkQ8N+wu6+++/H7/4xS/gcDhw5MgRPPDAA3jwwQexefNmLF++HDfddJNRVaNekQZWDfnw0JYbEJCj8Hts2cbDBW2pGnnxMxWKod8lMX6oOZirqFkYW0SNYzsi6m3MAaQnxhN1Cn4eQkSUpUPfbdgDuocffrjkvS9+8YsG1IR6Whrwu6zwu6zKa6KqzcfPlZf6s3+2zPihZmGuomZhbBE1ju2IqLcxB5CeGE/UKfh5CBFRVoN9d9t8xSURERERERERERERERFRL+ADOiIiIiIiIiIiIiIiIqIW4gM6IiIiIiIiIiIiIiIiohbiAzoiIiIiIiIiIiIiIiKiFmr4Ad2nPvUpHDt2TI+6UI4AyHMJnJoMQ44mAUHjvSqOcSYYQSAUx6nXq9yPjDF/v8ZPTPI+aTEBgVAcz46fQSAcry571dpuiNrRfByfk+dwTo7hhV/PYDIUA8xGV4wMVynHFf/cxJyoK/bd+jID52dVchz7ciJqVDPydV5uCidTCITimDgjVz9PIdIyP+9VjSf2icbgdVdnAc7JMTxz+DTOz8YAi9EVIiLSSYvzW8OHv/7667Fz506cOnUKv/M7v4N3vetdWLp0qR51600CcPzUDLbvOYJYIgVJNONjm69GPJkueG/bhlGsWOYFMtrH+NaTxzF2/cXYfWCiuv3IGCr3nPepiAk4ejKIHfvGlWu0df0IVg35gLTGPryu1A3m4/i7/3ESt153Mf7+O88r8bxl3QhGL/cBKaMrSYYol+NUfn6h34ENa4YL8ihzYgPYx+jLDBx5KYid+8cLc9ywD8df5nUmogY0I1/nHXPZBS7cdv0leCRvjFZxnkKkpdy8N8OxhyE45lNnAY5MqI/dkDS6ckREDTAgvzX8u11ve9vb8OUvfxnf+ta30NfXh82bN+P3fu/38C//8i+Ix+N61LGnyJGE0vEDQCyRwskzcsl72/ccgRxJlD3G6tGlysO5avYjY6jdc96nQgE5rkxSgOw12rFvHAFZO8fwulI3yMXxO1YPKQ/ngGw879w/jvPTMYNrSEaplOOKf756dGlJHmVOrB/7GH2dn44pEyBgIcedC8Z4nYmoIc3I1/nHvOPm5crDudzxK81TiLSUm/dy7GEMXnd154LaYzciok5mRH7T5csXzpw5g0cffRS7d+/G1Vdfjfe///14+eWX8f73v1+Pw/eU6VBcCYCcdCZT8l4skcJ0WH3QrxxDQE37kTHU7jnvU6GAHFW9RgE5qrkPryt1g1wcR2Mp1XgOlmkD1N0q5biSn3NMoCv2MfoKavTzWu/zOhNRtZqRr/OPqTVGKzdPIdJSbt7LsYcxeN3VaY3RpmaZ+4iosxmR3xr+isv3vve9SCQSuOOOO/DNb34THo8HQPYv6+6+++6GK9hr+twSJNFcEAgmQSh5TxLN6HNayx4jt121+5Ex1O4571Mhv9emeo38HpvmPryu1A1ycWy3mVXj2VemDVB3q5TjtH7OnKgP9jH60uznNd7ndSaiajUjX+cfU2uMVm6eQqSl3LxXtJjYJxqAYz51WrHa72buI6LOZkR+a+gv6FKpFG644Qbs2rULmzZtUh7O5TzyyCMNVa4XeewWbNswWvCAbWiJp+S9bRtG4XGIZY9x8PBpbBwbrno/MobaPed9KuR3W7F1/UjBNdq6fgR+j/agmNeVukEujp945iQ+vHZlQTxvWTeCwT7J4BqSUSrluOKfHzx8uiSPMifWj32Mvga8ErasGynNcf0SrzMRNaQZ+Tr/mPt/dAJ3F43RKs1TiLSUm/dy7GEMXnd1g/3qY7fFPs5PiaizGZHfhEwm09Cypr/3e7+Hb3/723rVpy6BQAjpdGeszjow4Mbk5Gz5jYTs91xPh+Poc1qVjr/kvXKnPH+MUDQBSbQgHE1Ut18Dqjq3DlXPuQ0MuFXfV43X+fsVSaTgEM1NvU+1aKt7asp+J/9UKIZ+l5Sd9FZaeF2tLTXhurbVdUIL4rXOMjpF253bfBzPJZIATJiajcHnkbIP51IV9y7RdudXh1ri1cjzbXrZGjlOKbf4504Rcri5ObGrr3exKvvuWvOrXoy4Fw2Vac6uRReUo/B5bAs5rkJf3nHn2eblqsVrq+ZaRvdPPZW/uqB8w+daebnJ77UhGst+DaHfYyuZp/RibPVauZXKrile5+e9qvHU4Py2V/pM3cus4rp3xXnmHVdNSbxasms1Tc1G0e+2ZT+8TupenaYwut+rVyfWu9l17qW5ltFl99Q5Nym/acVrw19xee211+Jv//Zvcdttt8FutyvvX3rppY0eundlAI9dhMcuKq8B9feqPYbfZa1uPzLG/P0aWubLJhzep1LpbBxfeak/e40qPZwDNNsSUUcpiuPFnvnf2qnj4Rx1mUo5rvjnaeZEXbHv1lcKGHRLGHQX5Tj25UTUqGbk66Lc5BTNC3PuauYpRFrm572q8cQ+0Ri87uqS2bnpyqFF2dzaIQ/niIgqanF+a/gB3c9+9rOC/wOAIAj4xje+0eihiYiIiIiIiIiIiIiIiLpOww/ovvnNb+pRDyIiIiIiIiIiIiIiIqKeYGr0AKdPn8a2bduwefNmAMCJEyf40I6IiIiIiIiIiIiIiIhIQ8MP6P7sz/4M73vf+xCJRAAAQ0ND2L17d8MVIyIiIiIiIiIiIiIiIupGDX/F5dzcHK699lrltSAIMJvNjR62NwiAHElgOhRHn1uCx27JLjZrAgJyHAE5Cr/XBsliQlCOFW6T2zcchyRZEArH4XZaMdgvFS5cOL/d63IMDpsFkmjGbCSOPlfesch48/fp7IlJOCQL742a+XZxZuoczGYzpkMx9LslJJMpuOxWmAQstBOHBXJYpW0BBW3HaRMRiyfhcljL70NkJAEIRZOARUA4nEQoEofLYUVoLg6P04oBrwSkjK4ktYX5PPnS2TNY5LXBLAByJA7RYkF4LgGvy4qp2RgkqxnO+TFBYDrKnEeNMwPnp2N44dcy/F5pIS8VjWn9biuQ1jiG1rjYApwLxhCcP4Yy1jVi7MTxGlFnqrXtFuWj3DzD329DeC6JoBzFRRe4EAonF3KTTwISLTsj6mYicC4Qqz22tPpRomaZj9Xjp2eYB4mou7Q4vzX8gG5gYAAvvPACBEEAADz22GNYunRpXcf65Cc/ieeffx7pdBrbtm3DTTfd1Gj12pcAHD81g+17jiCWSEESzdi2YRQrLvHi6IkgduwbV97fNDaM7z37MmbDiew2F3tx/NXCfTeODePAT17FXW8dxuiwT/ngoriMkmMt83LQZjStWOC9WWACjp4M4t/++xXcet3F+PvvPF8S+2+7/mJ879mXIZpN2LBmuKANKdcTpdd649gwfvrz1/C2N12ivg/vARlJAE6emYVdMuH8dAyPPTWBsesvxu4DE0qsblk3gtHLfXxI1+vm8+SOfeNwO0W8/cZL8W8/eRVj11+MAz95Fe9cfRn+5lvPFYwHFnlt+L//8UucOhtizqP6mYEjLwWxc/94YV66woejE4Vj2q3rR7BqyFf6kE5rLHSZF0deVD/28V+2eOzE8RpRZ6q17WrMoX/+y9fxppVL8Mh3nsfbfmsporGUam7ih9PUEBGa/V7Z2GIfRa1Wb6wSEbU7A/Jbw19x+clPfhJf+9rXcP78eaxevRrPPvssPvnJT9Z8nFdeeQUnTpzAnj17sHPnTnzxi19stGptTY4klMETAMQSKWzfcwTnp2PKBxm593cdmMCt1yxTtgnI8ZJ9dx+YwOrRpdi5fxzngjHNMoqPJUfYcxpNKxZ4bxYE5Dh27BvHO1YPKQ/ngMLYz8X26tGlJW0odz3VrvXuAxN4x+ohzX2IjCRHEjh5RobZYsHO/eNYPbpUeTgHZGN15/5xnJ+OGVxTMlouT8YSKdx6zTLsms+NuRz59e8dLxkP/Pr1CO64eTlzHjXk/HRMmbwAC3npXKB0TLtj3zgCcrzkGFpjoXMB7WO3euzE8RpRZ6q17WrNod+5egiPzM9DbrhqqWZuImpEuX6vHPZR1Gr1xioRUbszIr81/Bd0mUwG/+f//J+GK7Jo0SI4HA4kk0nMzs6iv7+/6n39flfD5bfSwIAbZ09MKjc6J5ZIISjHVN+HkLdNSHubWCKFqdkoVg4t0iwj/1iRRApDy3y6nlu30uvciuNV6z7pfW/q1Q739KWzZxBLpBCNpcrGfn5sF28TSaSAjPrPonH149ZyD9rhOuVrVrw2o4x21C7ndvbEJNKZDIJytDDW88QSKUzJMbzxskVVH7ddzk9vWvFq5Pm2quxcngRQkBPLxU06k0E0vjDo1Kvf6YXrrUe5rRi/tuJ6vPBrWWNMG1XPV6EYrrzUX/C+9rhY4xiz6u83c+zULuM1I2K8lXMto/unXsxf3VZ+o3Mtre3lSFx5XysH5ebhanoxtnqt3HrKLo7X46dnao4toLY4N+L6sMzuKDM/XuuN1XZidL9Xr06sd7eOXzupv+n0cltZthH5reEHdPfeey9sNhve9ra34bbbbsMFF1xQ13GcTicuuOAC3H777YhEIti+fXvV+wYCIaTTnfF3+wMDbkxOzsIhZdd+yb/hkmiG3yOpvp/7WgJJNMPn0t5GEs3od9vKlpF/LIdoxuTkrK7n1o3qOTetxFEcr1r3Sc97U692uac+dzbm7TZz2djPrc+odT0hCKo/s1nVj1vtPWiX65TTzHhtpIxO0U7n5pAsMAkCfF5bNsahHt/9HqnqOrfT+dWrlng18nxbWXYuT+ZiIz9ecv8vjhuTIMBmXfi5Hv1Or1zvWsqtNb/qpVXXw+9VH5f6PDb1fOUqzVea42KvxjHc6u83c+zUDuO1VtxTtXht1VzL6P6pF/NXJ5ffrLmW1vYep1V5XzO/zc/D9Tg/vbRr39ht5VYqu9p4LdfvlTuvauPciOvDMjuvzGritd5YbRdG93v16sR6N7vO3T7Xaqeye+Wcm5nftOK14a+43Lt3Lz73uc8hmUzif/yP/4FNmzbhH//xH2s+zn/+539iZmYG//Zv/4bHH38cn/70pxutWlvz2C3YtmG04IOzbRtGMdAnYev6kYL3N40N4+nnTinb+D3Wkn03jg3j4JHT2LJuBIt9kmYZxcfyOEQDzp7yacUC780Cv9uKretH8MQzJ/HhtStVYz8X2wcPny5pQ7nrqXatN44N47sHT2ruQ2Qkj92CoSUepBJJbFk3goOHT2Pj2HBBrG5ZN4LBPsngmpLRcnlSEs14+tApbBobVuLl4OHTeP/bV5SMB96wyIHHf3yCOY8aMuCVsGXdSEleWuwvHdNuXT8Cv8dacgytsdCgT/vYrR47cbxG1Jlqbbtac+gnnjmJu+fnIc8ePa2Zm4gaUa7fK4d9FLVavbFKRNTujMhvQiaT0e1x8rFjx/D1r38dBw4cwLFjx2ra95lnnsHTTz+NT3ziE4hEIli/fj2efPLJqvbtxL+gAwAI2e8Knw7H0ee0ZgdPGQCm7FoyATmafWprMSE4GyvcJrdvJA5JtCA8F4fTbs0+nEvmFTi/3etyDA5b9reqZiNF5TXj3LpM0/8iaf4+RRIpOESz7vemXm11T+fbRSyZhNlkxkwoBq9LQiqVgssmwmQSFtqJU4QcVmlbQEG7c9pExBJJuGxi+X0qaKvrBP4FXaPa7twEIBRNAhYB4XBSyfehuTjcDmv24Vyq8mFy2u786sC/oNMwnyenQjH4PTaYTYAciUO0WBCOJuBxWjE9G4NkNcMhWWCzmhGYieo6Juip611luT3xW53m7Fp0U3IM/R5pIS/lj2k9tuzDubTGMbTGxRbgXDCGqdko+t22hbGuEWMng8dr/Au67i2/l8+93vKbOtcqyke5eYbfa0M4mkRQjuKiC1wIhZMLuckvARrLffVibPVauZXKrilexez6N9XEVgGtfrTKOjYLy+y8MquO13pjtQ0Y3e/VqxPrzb+g656ye+qcm5TftOK14a+4fO655/CDH/wAP/7xj3HZZZfhtttuwyc+8Ymaj/PmN78ZTzzxBDZv3oxYLIb77ruv0aq1vwzgsYvw2EXlNQAgDfhdVvhdC79h7JIshdsU7+uZf4qb/3BObTsA/Y6i8sh48/dpaJkvm3B4b0rNt4uBAT8mJ2ex2FP6mwtKO0lrtK35fxe2CWvlfYiMlFmIbZfHrOR7pQ3U8HCOutx8nrzyUr8yePXYCscJi5yFf73kXOTM/oM5jxqRAgbdEt542aJs7OXyUvGYVuvhHKA9Lk5m893i4rGuEWMnjteIOlOtbVdlDp0bizlFMwbd2Xzk9JgXclOHfChNHSBR1O9VG1ta/ShRs8zH6sqh+fEf8yARdYsW57eGH9D94z/+I26//XZs27YNLlf9CzCazWb8zd/8TaPVISIiIiIiIiIiIiIiImprDT+g+9KXvoQzZ87g4MGDAIBVq1ZhyZIlDVeMiIiIiIiIiIiIiIiIqBuZGj3AY489hg996EM4duwYjhw5gg9/+MN47LHH9KgbERERERERERERERERUddp+C/ovvGNb+Bf/uVf4HRm1zDZtm0bNm3ahLvuuqvhyhERERERERERERERERF1m4b/go6IiIiIiIiIiIiIiIiIqtfwX9B94AMfwPr16/HmN78ZAPBf//VfuPvuuxuuWNMIgBxJYDoUR59bgsduATJ1HssEBOQ4AnIUA/12ZNIZvD4Thd9rg99tBTIqZWnVAfPvheNw2kVkAETjKcxFk+hzSzCZgKAcg1OywOEQEY0mMR2Kw+eRYLYImIumkE6lIUkWzIRi6HNJiCeSsEtiti5p9fM3CYAcjkOyWhCOJtDnavCa1ELPe9Es83U8e2ISDsmyUEe96y4C5wIxHD89A7/XhkGfBCT0OokOIiy0A7fDilgihUg0iUVeGzxuS+k1SgNToQTiiTTkSBxuu4h4IoU+t4REMo1ILAGrxYKp2Rh8HgnJZAqi1YxMGgjKUfg8NiQSSdjy20kr4rJSGXrXoRPaGhUyZ/uXSDQJsxkwm8yYmo2hz2WFzWZBMpFGcDYKr0uCz2uBmDHznvYqAZDnEpicicHlECEIwAu/lrHIK0GSLAjPt/1+jwSb1Qw5HEc0nkKfS4IoCrCYTEA6g6AcY35oV83M4XljWWX8mq7jfa1xzPz7wfnty74PjW21zl9rjKZVR72ujR7YLxO1Vq1zLTNwfjqbjwb7HchkMgjMRLFksRPhcBJBOYpFfTaYzSacC0Tg99rQ57XgldNh/fMFtT+t/qheWn0nUL5vsgDngnn79UtAssFzo8rK3f9KY4m8XOP32jDglYCUESdRJ36ORUTdqtb81uDcseEHdHfeeSfe8pa3YHx8HACwZcsWLF68uNHDNocAHD81g+17jiCWSEESzdi2YRQrlnlrH0CZgKMng9ixbxxup4i333gpdh2YUI57751XwSlZ8PlHf1ZQVn+fs6QOH9t8NeLJdMF7d69dib3//hJeC0QgiWbcc8dKPPnfr8BiEjB2/SXYuX9c2XbLuhEc+MkruO6NF2J3Xh0+vHYlnv7pi3jbmy7BqiEfkCk9/w+8fQXiyTQe/cGLjV+TWuh5L5pFq44Xe3H8VR3rLgJHXgyW3NPRK3y9NbjJu97FbWrFxX2lcb9+BINeCeemY/ha3vsbx4Zx4Cev4s7fXg5BEPC1x59XfnbPHSuRTGXwD0/8XL2dLPfh+CtNjstKsa932+iEtkaFzMAvXpnG5NQc/r+fv4Zbr7sYf/+d50ty/vFXp5XXly11wyOJvKe9RqV9bxobxveefRkDXpvqeOGxpyaUscW960dgl0yYjSSx64cTmA0nmB/aTTNzeN5YNnfsretHsOpyH46+VMP7wz7NcUzV768fgctmwRcePVyy7fFf1jAWu8SLoydU6jjkq+3Dcq1rU+tx1LBfJmqtWudaZuDIS9nt8+ckI0M+3HjVGwqOk+tzZ8MJbFk3gng8jr/958P65Qtqf3rn9HLxmirTN5mAIxMq+w37+JCumcrdf6HCWCIv1xTcs8t9nfGQjp9jEVG3qjW/6TB3bPgrLvfu3Qu73Y41a9ZgzZo1sNls2LdvX6OHbQo5klA6TgCIJVLYvucI5EjtvUdAjisX/tZrlikPEnLH/ereYzh5Ri4p65dnZkrqcPKMXPLeI995HqtHlyqvv/b487jj5uV4x+ohJUByP9u5fxzvWD2kPJzLvf/333ke71g9hB37xhGQ46rnPxNOKA/nGr0mtdDzXjSLVh0DclzXup8LxFTv6blATJ8T6RD517u4TanG/b5xCCaz8nAu9/7uAxNYPboUr8/ElIdzuZ997fHnMTUb02wn56djTY/LSrGvd9vohLZGhc5Px3D6fBi7DkzgHauHlIdzQGHOz389F03znvYgtfa968AEbr1mmeZ4IX9s8dV947BJVrw+E8Ot1yxjfmhDzczh+WPZ3LF37BvHuWCstvfLjGOqfn/fOJIpqG5by1js/LR6HQNyXJdrU+tx1LBfJmqtWuda56cXts+fk7xTpV/N9bm5Y168pF/XfEHtT++cXi5ey/VN54Ia+wV76zOFVit3/yuNJfJzTe7nO/dnP5PoBPwci4i6Va35TY+5Y8MP6L7xjW/A4/Eor71eL77xjW80etimmA7FlYuVE0ukMB2uffAckKMLxxKgetx0JlPyXmBmrmTbdCajuj+EwtfReArRWEp122i8/PsBOap6/lpl13NNaqHnvWgWrToW3Pu89+ute1DjeFOz0bqO16kKrndRm9KK++lQTLPtaMW2WrvMtROte6FnXFaKfb3bRie0NSoUlKNK/JbL+fmvg3KU97QHabVvCNp5s3hsIUfi2bwoLLzHWGofzczhWuOZcuOSWrav9f25eLLkPa0ya617QK5tTKV1/FqPo4b9MlFr1TrXCmrM8+Wwdp+b+3dwPkfolS+o/emd08vFa7m+iZ8pGKPc/a80lig3TuoEjDki6la15jc95o4NP6BLp9NIpRYqkUwmkUy259/Q97klSKK54D1JNKPPaa35WH6vreBYasc1CULJe36vvWRbkyCo7p//lQiSaIbNaobdZlbd1mYt/77fY1M9f62y67kmtdDzXjSLVh39HpuudS+Opdzx+t22uo7XqYqvd/6/teJe6x4hox3bau0y1058Ot9bNZViX++20QltjQr5vTYlfsvl/PzXPo+N97QHlcuBWrFTPLbwOKzZvJhZeI+x1D6amcO1xh9a7/vcGu9rba/Rp2ptb7daSt7r1yhTayymVabfU9uYSvPa1HgcNeyXiVqr1rmW1jzf47KW7VdzOSj3bz3yBbU/vXN6uXgt1zfxMwVjlLv/lcYSmuOtDskdjDki6laNjh1z29cyFmz4Ad1tt92Ge+65B9///vfxr//6r7j33ntx2223NXrYpvDYLdi2YVS5aLnvh/Y4xJqP5XdbsXX9CCTRjKcPncKmseGC495751UYWuIpKeuyJd6SOgwt8ZS8d/falTh45LTy+p47VuLxH5/AE8+cxJZ1IwXbblk3gu8ePImNRXX48NqV+O7Bk9i6fgR+j1X1/L1OEZtvu0KXa1ILPe9Fs2jV0e+x6lr3QZ+kek8X+yV9TqRD5F/v4jalGvfrR5BJpXBP0fsbx4Zx8MhpLPJKuOeOlQU/u+eOlejPG0QXt5PBPqnpcVkp9vVuG53Q1qjQgFfC0kEnNo0N44lnTuLDa1eW5IfvHjxZ8NpuM/Ge9iC19r1pbBhPP3dKc7yQP7a4d/0IorE4FnklPP3cKeaHNtTMHJ4/ls0de+v6EQz2S+rv+9TfX1xmHKP6vtr260dgMUP1GLWMxQb71Ovo99T2QanWtan1OGrYLxO1Vq1zrQHvwvb5cxK1fjXX5+aO+eqZKV3zBbU/vXN6uXgt1zcN9mv3udQ85e5/pbFEfq7J/XzLuuxnEp2An2MRUbeqNb/pMXcUMplMw8uR/+hHP8J///d/I5PJ4IYbbsAtt9zS6CFrEgiEkE5XeRpC9nuip8Nx9Dmt2YFTvVfAlP2e0YAcxUCfHZlMBq/PRLO/weSxApnSsgYWuTH5+mxpHbCwrdMuIgMgGk9hLppEn1uCyQRMyTHYJQucDhHRaBIzoTj63BIsooC5aArpdBqSaIEcjsHjlJBIJmG3itm65BYlLDp/k0mAHIlDEi0IRxMNXZOBATcmJ2er30HPe9Es83WMJFJwiOaFOlZR94EBt+ohVeNVzH7H7dRsFP1uW7bRt8FSJDXf00blXVe3w4pYIoVINIlFHgkej1h6jdLAVCiBeCINORKHyy4ikUyhz2VFIplBJJaA1WLB9GwMfW4JqVQKomhGJgME5Rj63RKSyRRsVstCO6kjLnWP/QbbRkl99I5XtTK6SFucmznbv0RiSZjNgFkwY2o2Bq/LCrvNgmQijanZKDxOCb4+C8SMueoYaYvza1At8Wrk+bakbAGQ5xJ4fSYGp0OEIABTMzH4vRIkyYJwJKGMF2ySGXI4jmg8hT6XBFEUYJn/67ngbEyXvrjrr3cd5daaX0vU2SdUdT3yxrLK+DVdx/ta45ha3ofGtlrnrzVG06pjrcocp+FYa+Y9bZBavNY012qwbCP7p17MX51cflPnWubs+lBBOYrBfgcymQwCM1EsWexEOJzE1GwUPo8NFosJ54MR9Ltt6O+z4JXTYdW804ux1VPlavVHRfVSU3O8luvjLMC5YN5+Pgko+nIrI65P15dZ7v5XGpPk5Rqfx5Z9OJdSK0Rds86z6nht08+xqmF0v1evTqx3s+vc8FyrgXLZt3dx2bXmtyrnoFrxalF9t0ZveMMbcO2112LNmjUIhUIIBoPw+Xx6HFp/GcBjF+Gxi8rruqUBv8sKv2vhiagv91UG8zdBtSyNOhS8BwDOwuL8jrwnr5IFF3jz/lTSvvDPxZ7cE12poC6qZQNwSdkwUM6jVQ/J9LwXzTJfx6FlvmwiqHAP65bI3reVQ4uy5XTIoEZ3JfEpAt75f2pco367CNjz436eBPjn22PJzwAMuovey7WTVsRlpTL0rkMntDUqlMrGrz/v63EK4lgCFrkK+xvqURnAYxPhsS3062+8dJEyeHV7zQXjBa+kPvTLjQWYH9pQM3N48Vg2Xef7WuOY+feV/FXhfdVttc5fa4ymVcda6XUcNeyXiVqr1rlWKjtXyJ8v5MZkLo+5YEzme8P8ZCUNDC/xKP+mHqLVH9VLq+8EyvdNyaL92nPlme5T7v5XGksU55oaHs61BX6ORUTdqtb81uDcseGvuPza176Gz372s/ibv/kbAIAsy7j//vsbPSwRERERERERERERERFRV2r4Ad33vvc9PPLII7Dbs3/CtWTJEszOdtaf2xIRERERERERERERERG1SsMP6ERRhMlkgiAIAMCHc0RERERERERERERERERlNLwG3caNG/HRj34U09PT+NrXvobvfe97+OAHP6hH3YiIiIiIiIiIiIiIiIi6TkMP6NLpNK644gqMjo7iJz/5CTKZDD7/+c/j8ssvr+t4x44dw9/93d8hHo/j5ptvxt13391I9RonAHIkgelQHH1uCR67pXDBVzNwfjqGoByF32uDQ7IgFIlDMJkwPRuD32uD323NLgw4f6yzJybhkCzZYyHv+B4JiWQak9NzGOx3IJPJIDCTPa7fY4UcTmByOgrJaobTLkKymjA9m0A0lsQir630eGr1NVql69no9p3MApwLxnD89Az8XhsG+6X6FnXu5mtmAgJyHC+dPQOfW8q2i9DCuZoEICjHsuftsEAOJ/C6HINdssDjEpFKpJW2Fk+mMTk1l73WPgmynHfN5vedDsXh89oQS6QW2mKuPecIQCiaxLmTryM8l1hoi91yzck4IhCYjmMulsRcLIU+txWJRApmsxmRWAJOm4jQXAJuh4gBr9R5C4pr6eYcpgcTMBVKIBxNIBpPweUQYbWYEJpLwGoxI5pIwW614JfnQ3DZRUSiCbjsVmSQQSKZgtViwdRsDE6bBR6nFS7JzOvbCbTaxXy/GJCjlcecWtsLhWNZJZ/UWqYInAvkjWN8UnYh7Qp1rKqta22rdZ5ERMW0clQ18ub8gz4Hksk0AjNRDPTbIQA4PzWHRX022CUzgtMxjl+ocfPxmuubC+KVY+X6Vbp2zbi2WuOgnHL3uhM0kluJiNpZi/NbQw/oTCYTPv3pT2PXrl11P5TLicfjePjhh/HlL39ZWc/OUAJw/NQMtu85glgiBUk0Y9uGUaxY5s120mbgyEtB7Nw/rvz8nnUjkCwCHn7smPLe1vUjWLXch+OvFB7rY5uvRjyZLnhv09gwnh0/gxtHlmDXgQnl/S3rRvDYUxN4LRCBJJqx+bYr4fdKeHjP0YK6WS0mfP7Rn6nX12iVrmej23cyC3BkojCWtqwbweiwr7aHdN18zUzA0ZNB7NiXvUYX+h24663DBdds09gwvvfsyxDNJmxYM6xsK4lm3L12Jfb++0tKG8ptOxtOFLSvC/0OZV+3U8Tbb7y0oC1uXT+CVUM+5cPFk2dmcXoyVLBN11xzMo4IHH95GueDc0psqcX8xrFhHPjJq7jrrcMYvdzX+Q/pujmH6cEEHD9VGBeSaMYH3r4C8WQaT/7XKxi7/mLszvtZLkbuuHk5RIupJGcuHXBhaImb17edabWLS7w4eiJY0NdpjTm1tr/3zqtgsQh4ePfRkvHH8ZdrKHPYhyMvqoxjrvDh6EQNdVRr61rnf7EXx19lviCiKojQzFEVP2jJm/OrzQ3y5xT5/2Y+orqVi9ckx8p1qzTPaMY8pOgzjJLPExrJTe2g0+tPRKTFgPzW8Bp0q1evxp49ezAzM4N4PK78V6vDhw/Dbrdj27Zt+NCHPoSJiYlGq9YQOZJQOmcAiCVS2L7nCORI9k6cn44pNyr386/tH8fpyUjBezv2jeP8dKzkWCfPyCXv7TowgTtuXq4M+nPv79w/jtWjS5XXj/7gBZw+Hy6p28kzsmZ9jVbpeja6fSc7FyyNpZ37x3EuGKvpON18zQJyXBnYAsDq0aUl12zXgQnces0yrB5dWrBtLJHCI995vqAN5bYtbl/5+956zbKStrhj3zgCcja/yZEETp6RS7bplmtOxjkXiOFX58IFsaUW87sPTCjvn5+uLV+0o27OYXoIyPGSuIglUpgJJ/DoD17E6tGlysO53M9yMTI1W9rP7DowgZNnZF7fNqfVLs5Px0r6Oq0xp9b2X917DKfPFY4nc+OPWso8F9AYxwRqq6NaLGqdf0COM18QUVXK5ahK8uf8anOD/DlF/r+Zj6he5eKVY+X6Vbp2zbi2xZ9hFH+e0EhuagedXn8iIi1G5LeG16Dbu3cvAGDHjh0QBAGZTAaCIOCpp56q6TiTk5N48cUXsX//frz22mv48z//czz66KNV7ev3u2qudyVnT0wqNyInlkghkkhhaJkPL/xaVv15OpMpeS8ox0q2TWcyqvtHYynV9yFULkftvVx9W2VgwK36fqXr2ej2raB1brUqjtfjp2dUz3VqNoqVQ4uqPm6zrple592Il86eKTw3AWXbSTVtqGDb3M/yj6tRxlQohisv9ePsiUnNdmxknOY0K16bUUY7MvLcjp+eKY2tMjEfS6QwJcfwxsuqzxfteO/0yGFa8Wrk+epV9ktnz6jmHOW9MjGilavSmUxT8lU3XO9WlFvN+FWrXaiNLet5X23sODUbrfHYWtvXdhy1WNQ6/6lQ9cdolk6KtUY1Y66lxej+qRfzV7eVr+dcq2DOX838I+/fxfmoF2Or18qtp+xa4jXjknTp+4y4PkaXWWmeoddnKflllnyGgcLPE/T6HKiV1zY/XvWqv5GM7vfq1Yn17tbxayf1N51ebivLNiK/NfyA7umnny778x/+8IdYs2ZNxeN4PB5cffXVcDgcGBoawuzsbNV1CARCSKf1/Zt+h2SBJJoLbogkmuEQzZicnIXfK6n+3CQIBceRRDN8ntJtTYKgur9dMqu+n/9n9VrlqL2Xq28rDAy4NcuqdD0b3b7Zyp1buX3UFMer32tTPdd+t62mMptxzeo572bwudXbm2o7Ecr8TOW12s9y+6reF5eEyclZOCSLZjs2Kk5zmhmvjZTRKYw+N7/Xhl+dC1Ud85JoRr9HqrrORp+fllpyWC3xauT56lm2zy3hZZWck8tDgHaMmEzqucokCLrnq2653nqWW2t+zafVLvwqY8t63lcdt7rVxyVax/B51Lf3aYxv1MbFWm1d6/z7XdUfoxnaNdb0KqNYM+ZaWmV32vipG8ru1PJbMdcqnvOXm2MU/zs/H/VibPVauZXK1iNe7Vb1z4pq6fuMuD7tUGaleYYen6UUl6n1GUbu8wQ9Pgdq1rWtJl71+hzLKEb3e/XqxHo3u86NzLUaLbcd+5tuLLfVZTczv2nFa8NfcVnJl7/85aq2W7VqFV5++WWkUimcP38eNputyTUrz2O3YNuG0YIPvbZtGIXHIQIABrwStqwbKfj5PetGsHTAUfDe1vUjGOyTSo41tMRT8t6msWHs//EJbBobLnh/y7oRHDxyWnm9+bYrsXTQWVK3oSUezfoardL1bHT7TjbYXxpLW9aNYLFPquk43XzN/G4rtq5fuEYHD58uuWabxobx9HOncPDw6YJtJTG7Bl1+G8ptW9y+8vd9+tCpkra4df0I/B4rgOz1HlriKdmmW645GWfQJ+Gixc6C2FKL+Y1jwzh4JPv+YF9t+aIddXMO04PfbS2JC0k0w+sUsfm2K3Dw8GlsLPpZLkb63aX9zKaxYQwt8fD6tjmtdjHQJ5X0dVvXj2BAZcyptf29d16FpYsLx5Nb1o1g0Ff9MbauH8Fiv/Y4Rm17tXGxVlvXOn+/x8p8QURVGfRp5Ch/5bFT/pxfbW6QP6fI/zfzEdWrXLxyrFy/SteuGde2+DOM4s8TGslN7aDT609EpMWI/CZkMpmm/jrkHXfcgccff7yqbffu3Yu9e/cilUrhT/7kT3DttddWtV/TnooL2e+ing7H0ee0Zjvn/GLM2e+lD8pR+Dw2OG0WhObiEAQTpmdj8Hts2c43vXCsSCIFh2hWOnrl+C4rEqkMJqfnMNjvQCaTQWAmmj2G1wo5nMDkTAySaILTJkKSTJieTSAaS2KRRyo9nlp9m6zi0+xK17PR7Zuo6X+RZMmuRTc1G0W/25Z9OJeso6I6X7O2+u0cU/Z73KdCMfS7pGy7CC2cq8kkIDgby563U4QcTuB1OQabZIHXKSKVTGe3dVsRT2bw+vRc9lr7Jchy3jWb33c6HIfPLSGWTC+0xVx7zhGAUDSJcCyF8FxioS0avEg3/4KuMW1xbiIQmI5jLpbCXCwJr8uKZCoFs8mMSCwBhyQiHE3AZRezD+dSlQ+Z0xbnp6XKHNaLf0EHADABU6EEwtEEovEUXHYRVosJoWgCVosZ0UQKdqtFiY1INAmXXUQGGSSSKVgtFkzNxuCwWeB1iHDZLLrnq6663jqV2/BvdWq1i/l+MSBHK485tbYXCseySj6ptUwx+139yjjGL2UX0K5Qx6rGK1rbap1nC7RrrOlVRjH+BV13l92p5deUW7VyVDXy5vyD/Q4kU2kE5SgWee0QBGByeg4+jw0OmxnBmZhqTuvF2Oq1ciuVrVu8Njjfb4e/ZjOszErXrhnXVmsclNNIbtIqUwdVx2uD9TeS0f1evTqx3vwLuu4pu6fOuUn5TSteG/6Ky0qEoq/OKefOO+/EnXfe2cTa1CgDeOwiPHZReV0gBQy6JQy6F56gOkU7ACy8l+t85481tMyXDaj5YxUcH4DfaS39dwrw2ER4bIW/vePoMxfUteR4Bj8kKFHpeja6fSdLAos9ElYOLcrGRz0P54DuvmZpwO+y4spL/dlrlCptPy7Jomxb/DOI5oXXErAo174SRdsW7euS8tpi/mAaADLZMi9d2r/QUXTTNSfjJObjzqn2w/n+xTP//xoezrW9bs5hekgD/Q4R/UW/zevLGzsAwECuL3GX/obXIlfetry+nUGrXcz3i35XUR+lMebU2r5gLJsqPEbVZSaKxjGJCtvX0ta1ttU6TyKiYlo5qhoqc/78f+fP312L5ucizEfUiPl4XZwb6+fHK8fK9at07ZpxbbXGQTnl7nUnaCS3EhG1sxbnt6Z/xWWT/0CPiIiIiIiIiIiIiIiIqKM0/QHd7bff3uwiiIiIiIiIiIiIiIiIiDpGww/ofvGLX2DDhg1Ys2YNAODFF1/EF77wBeXnW7dubbQIIiIiIiIiIiIiIiIioq7R8AO6v/zLv8QXvvAFuFwuAMAVV1yBf//3f2+4YkRERERERERERERERETdyNLoAdLpNC666KKC90ympn9zZmUCIEcSmA7F0eeW4LFbFhZ5FYBQNAl5LoloLIlFXhtMAjAVikG0WDAXS8DvscHjsEAOFx1DAAJyHAE5ijcsdiIUTiIUicPltCIUScDlsMBsMuH1qTn4vDZIVjPOBSLwe23we62YODWFyan51x4r5NDC8U0CEJRj8PfbEI2mEJCj2e3cViBTeD65bX1eG9KptPp5lrkmNe3XSuXuWzczZePqpbNn4HNL2XtevIBwNxKAcDyF2UgSM6EYFvXZCs+9KGaBDM68NInwXAJ+rwSr2aTeDorbrtuC88EYpmdjGPTbEYulEZSjGOi3A5kMZkJxOB0iJIsZc9EEXP8/e/ceL1dd3/v/PfeZfZnZl+wEkpgAOwRSssmugAg/QywS8XogWAFTbLUFgx7Fo8dWtBVvx1qP7WlBTw9Uj9VKKYklkYNWMcApicVyCCUQNBCIQAwhyc7e2Xv2be7z+2P2TGb2rDV77msur+fjwYPsmTXr+/2u9fle1vrO+k6H2zj20vmZjqjT61IsHpfT4dCRsWNyOB2amo2qw+NUd4dLXR5H8bHbrnEPcy4pOB3XTCim6ZmIujrcmg5F5XLa1eF1yumwa2IyrJ4u4qUgm/Tq8SkdPTFt3DY067Gb6zNkTygWs2l8MqzegEfxeELTszEdnwzLbrfp5GRYXrdDHZ7U2MbncbVP/9KMHNLx8bDG5sZ/AwGPFC+wvUs6Nnpq+8V9nsI/Xm20vUz2YbbvBV7ff3gi93X7qXFzZkxb6/ijTwUwX6nXWlnt8aKATw6HTSMnZzPX/2PBkJYu6VRoNp5pD/v7nHr1SIh2B5Urt++k/yuskuMz99kTwbB886/359qL514Nqj/gyR2/LTRWK/R+oXFhoTQXuBda1RgxG/8BjYg2EqWoc/tW8QTdypUrM0/MjYyM6O6779Z5551XccYqYpP2H5rQHdv2KhyNy+Ny6JZrh7VmRUCSdPDIpA6PTOnenQcy72++8ly5nDZ978f7M699+D3na+vO5/Xa6Iw8Loc+8/sX6uRUWHdu36dLh5ZoKLRYP3j4gDZevFJbs/Z1/cbV+vFjL2lyOqqbrlqrBx9/WYeOTmnLpiH94OEDmf3N//v6jav1y1+f0BvXLtW37n82Jx+dHqf+8p7/yEnjsX1HdOnQ0pxyZMppMLGQPibdnS6989Izi/tcPRU6b63caNqlpw+O6c7t+zLlvvmaIa0b7Gvtm6g26dDxaZ2YCOXEe6bsydyYfc+bVykUiefErVk9uPmaIW17KL+uLRvo1KXnL9NdO/YZ1oN0O/DA7l/rhretyY29efF5en+Hrvmds7X9/75g2AYsH+jS4NLuhWO3XeMe5lzSb45Oa3QibNrHDPT69K9P/kb7Do4RL2YM6uy1V6zOaWub8tjN9RkvHxnXytN7dNeOfXlt4pvWLdc9Dz6X8/qiHq/+6cHn9dY3ntH6/Uszckh7XxjLOZ9bNg1p+Ow+40k6l7T3eYPtz+kzvnAw2b63262/+Icn8/Zhtu9SX3/6QJ3HN/SpAOYr9VrLoD2+fuNqjU3MaCYU01079mnFaV268uIzcq5htmwa0uIelz79P/+NdgflK/feAP1fYZUcH4PPZq73X9etvQdMxm/2BcZqhcZyiQLjQhV4L1H4XmhVY6TUsShgJdpIlMKC9q0qS1zu2bNHdrtdW7ZsUTwe1+c+97lq5K1swZloptJJUjga1x3b9io4E1VwJqqDR4KZm/Lp9+958DkFp6M5r/2v+57R+uHlmb9nwvHMQOmKN5yhu3bs0/rh5Zkbp+nt7t15QJdfsELhaFzfuv9ZXb1hlcLReGb79Hbz/7535wG9e/1gZqCfnY+DR4J5aVy9YVVeOdLlLHRMLr9gRdGfq6dC562VjQYjmbiSUuW+c/u+1NMRLSw4E9VMOJ4X7+myz4/ZieloXtya1YM7txvXtXevH8w0sEb1IN0OrB9enhd78+Nz/fByffv+Z03bgINHgkXFbrvGPcwdGw1LshXsYw4fn9a71w8SLwUY1dn5bW0zHrt0n3Hx2mWZ9kzKbRPTk3PZr786MqN3rR9si/6lGR0fD+edz7t27NPx8bDh9sdGjbdPtR/Fb2+32w33YbbvUl+v9/iGPhXAfKVeaxm1x/fuPKBLzl+eef3qDavyrmHu2rFPDqebdgcVKffeAP1fYZUcH6PPpq/3j42Zj98WGqsVer/QuLDQewvdC61mjJQ6FgWsRBuJUljRvpU9QffJT35SknTPPffoj//4j7V9+3Zt375dn/rUp9TR0VG1DJZjfCqSOYhp4Whc49MRjU9FlEgmDd9PJJN5r8l26u/ZcCzzufGpcOZ9o32lPxeOxhWKxA33Z/R3cNo470Z5C0XipuUseExM8mz0uXoqdN5a2WgwZFju0WDIohzVx/hUJKdOpaXLPj9mzeqtWT0wqms59cukHiSSycx72bGXF582FWwDEslkUbHbrnEPc2PB0KlYLRBfwZlI5m/iJZ9pnc3SjMcu3WecnDTuO0Jh4zYxkUxm2stW71+a0ZjJWGDM5FyZbX9ysrTt0+3I/DTN8lKN12sZf/SpAOYr9VqrUPuaft2sr0232bQ7KFe59wbo/wqr5PiYfTaRTBYcAy00Viv0fjn7HZt/D2VeOasdI6WORQEr0UaiFFa0b2VP0D333HN6/vnn9cMf/lAvv/yyXnrppZz/rNTT7ZHH5ch5zeNyqKfTPff7bTbD9+02W95r2Y+6+rzOzOey0zDaV/pzHpdDXrfDcH9Gf/s73UXnzet2mJZzvvnHpNjP1VOh89bK+gNew3L3+70W5ag+ero9OXUqLV32+fFgVm/N6oFRXfN3uResB3abTUrmx55ZfBbaTzGx265xD3P9AW9OrJrFl7/DnfmbeMlXqM5m/91sxy7dZ/T5jfsOn8e4TbTbbJn2stX7l2ZkNhboMzlXZtv3dpe2fbodmZ+mYV4K5LGU7WsZf/SpAOYr9VrLtH3Naut8XuO+Nt1m0+6gXOXeG6D/K6yS42P2WbvNVnD8ttBYrdD75ey3z+AeSnY5qx0jpY5FASvRRqIUVrRvZU/Q/ef//J/19a9/XUeOHNHnPvc53XbbbZn/Pv/5z1czjyXz+5y65drhnJubt1w7LH+HS36fU4NL/bp+4+qc9zdfea78na6c1z78nvO1e+/hzN8d7tT63x6XQw89/rK2bBrS7qcO67p5+7p+42o98uQheVwO3XTVWv3w0Rcz65Vm72/+39dvXK0Hdh/UTVetzcvH4FJ/Xho/fPTFvHKky1nomDyy51DRn6unQuetlfV3uzNxJaXKffM1Q+r3t3ZH4fc51eF25MV7uuzzYzbQ6cqLW7N6cPM1xnXtgV0HtWXTkGk9SLcDu/cezou9+fG5+6nDuvGqtaZtwOBSf1Gx265xD3OL+zxSMlmwj1m+uFMP7D5IvBRgVGfnt7XNeOzSfca/73s1055Jp2Jjx6MvavOV5+a9vmygQz/afbAt+pdmNBDw5J3P1O8ZeQy3X9xnvP2S/tK2TyQShvsw3HeBNM22r/f4hj4VwHylXmsZtcfXb1ytXzx9OPP6jn99Me8aZsumIcVjEdodVKTcewP0f4VVcnyMPpu+3l/caz5+W2isVuj9QuPCQu8tdC+0mjFS6lgUsBJtJEphRftmSyaTFf0c4t/93d/pQx/6ULXyU5bR0SklEvOKYUutMTs+HVFPpztV6ZKn3psKxRScjSkUjmlRIPVU3cmpsFxOp2bDUfV3e+TvdCk4PW8fttS64KPBkJYt6dTUdEzTsxF1+tyano2q0+eUw2HXifFZ9XZ75fU4dGx0Rv1+r/p73Do5GdPIybm/A24Fp07t3263aWwyrP6AV6FwahmDfr83NRhL5pYnvW1ft0eJRNK4nPNlHZOSPle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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 110 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from tabulate import tabulate\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "#数据处理\n",
    "df = pd.read_csv('hero_data.csv')\n",
    "\n",
    "# 筛选属性对应的列\n",
    "df0 = df[['life','magic','speed','attack','armor','life_recovery','magic_recovery','attack_range','attack_speed','magic_resistance']]\n",
    "df0.columns = ['life','magic','speed','attack','armor','life_recovery','magic_recovery','attack_range','attack_speed','magic_resistance']\n",
    "\n",
    "#绘图\n",
    "sns.pairplot(data=df0)\n",
    "\n",
    "plt.savefig(\"pair_plot.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "e47db033-ae2b-4cd8-b47f-b524f41c122c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GZW9KiQslzOaiuNFldRQh/JpXCtJjjz3GokWLyMnJoaTkxPdr6LrOmjVrWLJkCZdffjnr1q3zRjThJ0zdRVlhIQOmnalZiVbHGUZRFHJjDQ50hWDIwAYhzppXCtLixYt56aWXSEk5eUf0a6+9RmVlJZs2beLPf/4zv/71r6murvZGPOEH3BU72N8TgQLkTrB+dN2xpmVE0G6E0FBVZXUUIfyWVwrSnDlzSEpKOuU+b7zxBjfeeCOqqhIdHc2SJUvYuHGjN+IJP+Aq+oASI530xFBCg+xWxznOzGkTASgukYIkxNnymRVj6+rqSE5OHvo+KSmJ+vr6Mz5OTMyZreF+puLiwkb1+KPB3zO7WmtprjlAhXMO1+Yl+uTPExMdRJi6gwN1Kjf5YL6T8cVzeTqS2TusyOwzBWmktLR0YxgnX9/+XMhSxN5xbOb+rW9Q6k5CNxUyEkJ98ueJiwtjUkg3xU0RNDZ2oiiK1ZFOayz8bvgDyXyEqiqnvGjwmVF2SUlJ1NbWDn1fV1dHYqJvdV4L7zN1F+6SLZQGTcemqUxKibA60klNjrfR7nbQ2NZrdRQh/JLPFKRly5axbt06DMOgtbWVd955h6VLl1odS1jMXbEDs7+L/c4EJqVG4LBrVkc6qckTYgEoOSD9SEKcDa8UpEceeYRLL72U+vp6br/9dq666ioAVq1aRUFBAQArV64kNTWVK664gptuuonvfe97pKWleSOe8GGuog/oCk6mpl1nSobvja47WsrECQQrAxyoaLA6ihB+ySt9SPfddx/33XffcdufffbZoa81TWPNmjXeiCP8hNFRj15bxMHUm6AapmREWx3plGzRqUy0fcSBhgSrowjhl3ymyU6IY7mKN4OiUeJOISTQxoQE3x6ppGg2siIGaOi10dnrtDqOEH5HCpLwSabuxrX/I7T0mRRWd5M7IQpV9f2Ra5MSgwAorW63NogQfkgKkvBJ7kODgxnaUufR2jng8811h2WkJWBD50B5o9VRhPA7UpCET3IVfYgSGsP+/sGRa74+oOGwgPg00m3NHKhqtTqKEH5HCpLwOa62evSafdhzL6XoUDsx4YHERwZZHcsjWnQqmbZGDrW4GHDpVscRwq9IQRI+p2vXu6AoaJPmU3SojSkZUX4x8wGAEhBCVmgfuqlQXttpdRwh/IoUJOFTTMNN1+730NLyqeq20Tvg9pv+o8OyEoJQMDkgAxuEOCNSkIRPcR/ajd7TjiNvIYUVg/0weT643MSphCUkk6i1c6Cq3eooQvgVKUjCp7iKP0ALi0ZLm05hRRtp8aGEhzisjnVG1C/7kUprOkZtol8hxiIpSMJnGF1N6FV7CctfjEuHA9Udfnd1BKBGp5Fpa6TfZVDd1G11HCH8hhQk4TNc+z8CIHzmYg5Ud+DWDaZO9K/+IwA1MpFMRzMwWFSFEJ6RgiR8gmnouIo3o6VNxxYRR2FFK5qqMDk10upoZ0xRbcTGRhJld8rABiHOgBQk4RP0qgLM3nbsuQsAKDzURlZKBAEO311u4lTUqFQy7Y2UVLVjmtKPJIQnpCAJn+Aq2YISGIZtQj6dPU4q67v8ZnaGE9Fi0phIDe3dTpo7+q2OI4RfkIIkLGf2d+M+tAtb9oUoqo2C0mZMYMoE/+s/OmxwYMPgukjSbCeEZ6QgCcu5yraC4cY+eR4Auw40EejQyEjy7eUmTkWNSSNJayfIZsrABiE85JUF+oQ4FVfJx6jRaWixEwDYfaCJ3PQobJr/fl5SgiLQAkPJNPukIAnhIf99x4sxQW+rwWgqH7o6am7vo665xy/vPzqaoiioMWlMtDVS29xDT7/L6khC+DwpSMJS7pKPQVGxZV8IDI6uA/9ZbuJU1OhUMtwHASirkYlWhTgdKUjCMqZh4DrwCVraDNTgCACKDrURFRZAcmyIxenOnRadRrpSj6pAaU271XGE8HlSkIRl9Jq9g/ceTb4EAMM0KaxoJX9ynN8sN3EqanQqAYqb1EiNUulHEuK0pCAJy7gOfAIBIdgmzASgpqmHrl4X+dlx1gYbIWpUCqCQGdbHwbpOdMOwOpIQPk0KkrCE6R7AXbET+8Q5KJodYGi5ifxJY6MgKfYAlPA4Mm2NOF0GVY0y0aoQpyIFSVjCXbkb3APYsi4Y2lZ0qI3E6GDiovxjuXJPaEcNbJBmOyFOTQqSsIS7dNvgvTpJuYPf6wb7K9vJGwOj646mRqUQ0VNJVJiD0hopSEKcihQk4XWmsxd31W5sWeejqIO/ggdrOxlw6X49XdCJqNFpYBpkxzkok4IkxClJQRJe567YCbob+1HNdYUVrSgK5E6ItC7YKFCjUwDIDO2jpXOA1k6ZaFWIk5GCJLzOVbYVJSwWNT5raFvhoTYyEsMICbRbmGzkqREJoNqYaG8BkGY7IU7BawWpvLycm2++maVLl3LzzTdTUVFx3D4tLS3ceeedXH311SxbtowHH3wQt9vtrYjCC4z+LvTqfdizLhi616hvwM3Bmk6mZIyt5joYXKxPjUoiyVWBw65KQRLiFLxWkB544AFuueUW3nrrLW655RZWr1593D6//e1vycrK4rXXXuO1115j3759bNq0yVsRhRe4D34BpjFsdN3+qnYM02SKn89fdzJqVCpKWzWZSeEy0k6IU/BKQWppaaGwsJAVK1YAsGLFCgoLC2ltbR22n6Io9PT0YBgGTqcTl8tFQkKCNyIKL3GXbUONTBrs7P9SUUUbdptKdmqEhclGjxqditnTSlZiMJUN3Qw4dasjCeGTvLL8RF1dHQkJCWja4HLUmqYRHx9PXV0d0dFHmmm++93vctdddzFv3jz6+vq49dZbmT179hm9VkxM6IhmP1ZcnP+t0eMrmfWeDrrq9hM57wai48OHtpdUtzN1YgzJSZFD23wl85k4WebeiZOo/wxmJMHrpklbv5vpKZHeDXcSY+k8+zLJ7BmfWg9p48aN5OTk8MILL9DT08OqVavYuHEjy5Yt8/gYLS3dGIY5Kvni4sJoauoalWOPFl/K7Cz+CDBxJkwfytTRPcCh+i7m5sYPbfOlzJ46VWZDiwEgdqAWgC/21pEYHuC1bCcz1s6zr5LMR6iqcsqLBq802SUlJdHQ0ICuDzZV6LpOY2MjSUlJw/Zbu3Yt11xzDaqqEhYWxqJFi9i2bZs3IgovcJdvRwmLG9Zcd3i5CX9f/+hUlJBosAcR1F1NUkywDGwQ4iS8UpBiYmLIy8tjw4YNAGzYsIG8vLxhzXUAqampbN68GQCn08mnn37KpEmTvBFRjDLT2YteU4ht4uxhM3nvPdhKaJCdCQn+16ThKUVRUKNTMFqryU6JoKymA8Mcnat4IfyZ10bZPfjgg6xdu5alS5eydu1a1qxZA8CqVasoKCgA4N5772X79u1cffXVXHvttWRkZHDTTTd5K6IYRe7KPWC4sWcc6RM0TJN9Fa1MyYhCVf1/uYlT0aJT0dtqyE6JoKffTX1Lr9WRhPA5HvchvfvuuyxYsACb7ey6nbKysli3bt1x25999tmhr9PT03nuuefO6vjCt7nLv0AJikBNOHIzbHVjN509TqZNjLEwmXeo0alQ9AFZMYOFt7SmY0wsQijESPL4CumJJ55g3rx5PPTQQ+zevXs0M4kxxnQ7cVcVYMuYhaIc+ZXbWz447H9a5ti7IfZYalQqAHFGI6FBdulHEuIEPC5Ir776Ks8//zwBAQHcddddLF26lKeffprq6urRzCfGAL163+BSExOHD+Hfe7CF1LhQIkOtH3E22rTowYJkttUO9SMJIYY7oz6k3NxcfvKTn/Dhhx/ywAMPsHHjRi6//HJuvfVWXn31VQxZEVOcgKtiOziCh5aaAOh3ujlQ3TEuro4AlMBQlOBI9NZqslLCqWvppbvPZXUsIXzKGXcIVVZW8uqrr/Lqq6+iKArf//73SUpK4qWXXmLTpk385je/GY2cwk+Zho770E5s6fko2pFft+LKdnTDZNrE8VGQYLAfyWitJnvu4IwUpTUdzMyOtTiVEL7D44L00ksvsX79eg4dOsTy5ct5/PHHmTlz5tDjS5cu5eKLLx6NjMKP6fUlMNBzwuY6h11lUmqkNcEsoEan4tr3DhkJoWiqQpkUJCGG8bggbd68mdtvv53FixfjcDiOezwoKIhf//rXIxpO+D935W5QbdhSpg7bvre8ldz0KOy28bMCihaVgkt3Y+9rJj0hjAMy0aoQw3j81+D8889n+fLlxxWjo4dpz5s3b+SSiTFBP7QLLTkXxRE0tK2xvY/Gtj6mjqPmOmBohgr9yxtky+s6cevS7yrEYR4XpKeeeuqE25955pkRCyPGFqOjHqOjHlt6/rDt+w4OLlY3nvqPANSoZEDBaK1mUmoELrdBVWO31bGE8BmnbbL79NNPgcH557Zu3Yp51JQn1dXVhITIzX3ixNyVg/erHVuQ9pa3EhMeSGJ0sBWxLKPYHCgR8Rit1WTlDA5sOFDdwcSk8NM8U4jx4bQF6d///d+Bwbnl7r333qHtiqIQFxfHfffdN3rphF9zV+5BjUpGDY8/sk03KDrUxoVTEobNaTdeaFGDUwhFhQUQEx5IaU0HV8xNO/0ThRgHTluQ3nvvPQB+/OMf8/jjj496IDE2mM4+9LpiHNOXDtteVtNBv1Nn6jiYLuhE1OhU3Id2YLqdTEqNoLiyDdM0x2VxFuJYHvchSTESZ8JdvRcMHe0EzXWqoozp5SZORY1OBdPEaKslKyWC9m4nrZ0DVscSwiec8gpp+fLlvPnmmwAsWLDgpJ/iPvjggxEPJvybu3I3BISgJWQP2763vJWslHCCA31qbUivOTyFkNFWTXbKYLE+UNNOTESilbGE8Amn/Kvw8MMPD339i1/8YtTDiLHBNA30yt3YUqejqNrQ9s5eJ5X1XVw7f6KF6aylhMeDZkNvrSY1+2ICHBpl1Z1cOEUKkhCnLEhz5swZ+vr8888f9TBibDCayjH7u7BNGN5cV1DWgglMzxqf/UcAiqqhRg4u1qepKplJ4TLztxBf8rgP6bnnnqOoqAiAXbt2sXDhQhYvXszOnTtHLZzwT+7K3aAo2FKnD9u+u6yFiFAH6WN4dVhPHJ7TDiA7JYKqxm76nW6LUwlhPY8L0vPPP09q6mD79y9/+Utuu+02vvOd7/Doo4+OWjjhn9xVBajxWSiBoUe26Qb7yluYkRmDOs5HlGnRKZi97Zj93WSnRmCYJuW1nVbHEsJyHhekrq4uwsLC6O7uZv/+/Xz961/nxhtvpLy8fDTzCT9j9HdhNFUcd3VUWt1B34DOjCyZTFT9cmCD3lZDVnI4CkiznRCcweSqSUlJ7Nixg9LSUubMmYOmaXR3d6Np2umfLMYNvXofYGJLO7a5rhmbpjAlY3wO9z7a4dVjjdYqgpNySI4L4YAUJCE8L0g//vGP+f73v4/D4eDJJ58E4P3332f69OmneaYYT9zVBRAQghqbMWz7nrIWctIiCQoYn8O9j6aERIEjeFg/0mdFjRimOe6bM8X45vFfhwULFrBly5Zh25YtW8ayZctGPJTwT6ZpoFcVYEudhqIeaQ1ubOulrqWXhTNTLEznOxRFQYtOxWitAQYL0oe7aqlr7iElLvQ0zxZi7Dqjj6tdXV2Ul5fT09MzbPtFF100oqGEfzJaqjD7OrGlThu2fXfZ4Oze+dnjd7j3sdToVFyln2KaJtmpR1aQlYIkxjOPC9Lf/vY3HnroIYKDgwkMDBzarigK77777qiEE/7FXb0XAO2Y/qM9pc0kRgcTHzW+Zvc+FTU6FZx9mD2txEdGExZsp7S6gwVyFSnGMY8L0q9+9SueeOIJFixYMJp5hB/TqwpQY9JQgyOHtvUNuNlf1c7i2anWBfNBh0faGa3V2EJjyE6JkJF2YtzzeNi3ruuyIqw4KdPZh95w4Ljh3oUVrbh1U4Z7H0OLGrwS0g8PbEiNoKGtj85ep5WxhLCUxwVp1apVPPPMMxiGLLksjqfXFg/O7n1Mc93OA82EBNqY9GU/iRikBISghEQPG2kHUFYtV0li/PK4ye7555+nubmZ3//+90RGRg57TGb7Fu7qArAFoCVMGtqmGwa7S5uZkRWLTfP4s8+4oUanYLQNFqSMxDBsmkJpTQfnTY6zOJkQ1vC4IJ3rbN/l5eXcc889tLe3ExkZyWOPPUZGRsZx+73xxhs888wzQ4uWPffcc8TGSnOPLzNNE3dVAVpyHop25FeqpKqDnn43sybL/78TUaNScdUUYRpu7DYbExLDpB9JjGseF6Rzne37gQce4JZbbmHlypWsX7+e1atX8+KLLw7bp6CggN/85je88MILxMXF0dXVhcPhOKfXFaPP7GzA7GrCNmP4PWk7S5qw21SmjdPVYU9Hi07FZbgxOhrRopLJTong3e01uNwGdptcUYrxx+PfeqfTya9+9SsWL17M7NmzAdiyZQtr16497XNbWlooLCxkxYoVAKxYsYLCwkJaW1uH7ff8889zxx13EBc32GQRFhZGQECAxz+MsIa7anC499HTBZmmyc4DTUzNiCbAIdNLncjRI+0AslMicesGlQ1dVsYSwjIeF6RHH32UkpIS/vM//3No5dhJkybxxz/+8bTPraurIyEhYWjeO03TiI+Pp66ubth+ZWVlVFVVceutt3Ldddfx9NNPY5rmmfw8wgLu6gKU8ATU8PihbZUN3bR0DnCeNNedlBqZBIqK0VoFQHZKOCATrYrxy+Mmu3feeYdNmzYRHByM+uW0MAkJCTQ0NIxYGF3X2b9/P8899xxOp5NvfetbJCcnc+2113p8jJiY0b3TPS7O/9byGc3MpttFRV0xYTMuI/ao13lrezWqAosvyCAi9MyvcsfLeR6ITUXrrCEuLoy4uDASY4KpbOrx2s8/Xs6z1SSzZzwuSHa7HV3Xh21rbW09bsTdiSQlJdHQ0ICu62iahq7rNDY2kpSUNGy/5ORkli1bhsPhwOFwsHjxYvbs2XNGBamlpRvDGJ2rqri4MJqa/Ks5ZbQzu2sKMV0DuGJzh73Ox7tqyE6NxNnnpKnvzO6tGU/n2YxIob+2aOi5ExPDKDzYQmNj51BLxGgZT+fZSpL5CFVVTnnR4HGT3bJly/jJT35CVdVg80JjYyMPPfQQV1111WmfGxMTQ15eHhs2bABgw4YN5OXlER0dPWy/FStWsGXLFkzTxOVysXXrVnJzcz2NKCzgrioAVUNLPvL/qbGtl+qmHmZNkua609FiJ2D2tmP0DS7Ql50aSUePk+aOfouTCeF9Hheku+++m9TUVK655ho6OztZunQpcXFxfO973/Po+Q8++CBr165l6dKlrF27ljVr1gCDN9wWFBQAcNVVVxETE8OVV17JtddeS3Z2NjfccMNZ/FjCW/TqvWiJk1HsR+Y33FHSDCD303hAjZ0AgNF8CDhyg6z0I4nxyOMmu8rKSjIzM/n2t7+NrussWbKEnJwcj18oKyuLdevWHbf92WefHfpaVVV++tOf8tOf/tTj4wrrGL3tGK1VOM6/cdj2L/Y3kp4QSlxkkEXJ/IcWkw6A3nIIW9p0UmJDCArQOFDVzkVTEy1OJ4R3nbYgmabJvffeyyuvvEJiYiLx8fE0NDTw1FNPsXLlSh599NFRb+sWvkn/cnbvo5ebaG7v42BtJzcszLIqll9RAkJQQmMwmiuBwTb2SamR7K9qtzaYEBY4bUH685//zGeffcaf//xnZsyYMbR9z549/Nu//Rt/+tOf+OpXvzqqIYVvclftRQkKR41JG9r2+f5GAObkxp/saeIYWuwE9JbKoe9z0iLZU9ZCR4+TiBC5MVyMH6ftQ1q/fj333XffsGIEMGPGDO69917Wr18/auGE7zJNA71mH1rKVBTlyK/R50WNTEwKI16a6zymxkzA7GjAdA0OZJicHglAiVwliXHmtAWprKyMuXPnnvCxuXPnUlZWNuKhhO8zmisx+7uGzc7Q2N5HRX0Xc3MTLEzmf7TYdMBEbxkcwTohIYwAu8b+yjZrgwnhZactSLquExp64nHjoaGhshzFOOWuHhwZqR3Vf/R50eBN0nNyZXTdmVBjho+0s2kq2akR0o8kxp3T9iG53W62bt160il8jr1ZVowPevVe1JgJqEHhQ9s+L24kKzmc2AhprjsTSkgUSkAoxjH9SH/bfJCuXidhwdKPJMaH0xakmJgY7r333pM+fuzNrWLsM5196PWlOPKPzO7d0NpLZUM3/7Ao28Jk/klRFNTYCegth4a25Qz1I3UwO0euOMX4cNqC9N5773kjh/Ajem0xmPqw5rrPimV03blQY9Jx7X0b03CjqDYmJoXjsKnsr2qTgiTGDVl0RZyxY1eHNU2TbYUNZKdGEB0eeJpnixPRYieA4cZoqwUG+5GyUiLYX9lubTAhvEgKkjhj7uq9aMm5Q6vDVjZ0U9vcw8Uys8BZU7+cseHwwAYY7Eeqbuymp99lVSwhvEoKkjgjRmcjZmcjttQjw70/3luHTVOYmyfNdWdLjUgEm2P4DbLpkZjI/Uhi/JCCJM6Iu2pwuLctbbD/yK0bfFbYQH52LCGBdiuj+TVFVVGj04ZdIWUmh2PTVGm2E+OGFCRxRvTqvShhcSjhgze/7itvpbPXxcXTpLnuXGlxGejNhzC/vLfPbtPISg6n+JDcICvGBylIwmOm4cZdW4QtderQhLqf7qsnNMjO9MwYi9P5Py0uE9wDGO01Q9umZERR2dhNV++ZLXIohD+SgiQ8pjeUgasf7cv+o95+NztKmrkgLwGbJr9K50qLH5whXW88OLRtysTB+/yK5CpJjAPyV0R4TK8qAEXFlpIHDK575NYNLpLmuhGhRMSDIxjjqIKUkRhGUICNwopWC5MJ4R1SkITH3NV70RKyURzBAHyyt57E6GAmJoVZnGxsUBQVLW4ietORgqSpKnkTothX3nbS6buEGCukIAmPGH2dGM2HhmZnqG/tpaSqnUumJ8oCjSNIi8/EaK3BdA0MbZuSEUVLZz+N7X0WJhNi9ElBEh7RawoBc2h12M27atFUhXnTk6wNNsZo8ZlgGsPmtZuSMdiPVFgh/UhibJOCJDziri6AgBDU2AxcboMtBXXMzI4lIjTA6mhjihqXCYDReGSdsYSoIGLCAygsl34kMbZJQRKnZZomevU+bClTUVSVnQea6O5zcenMZKujjTlqcARKaAx6Y/nQNkVRyMuIpuhQG4Yh/Uhi7JKCJE7LaKnE7G0fWh128+5aYsIDmZohS4+MBi0+c9jABoCpGdH0Drg51NBlUSohRp8UJHFa7qo9AGhp02ls66Wwoo35+UmoqgxmGA1aXCZmVzNGX+fQtrwJUcDgzBhCjFVSkMRpuSt3o8ZmoAZH8tGeOhQF5s+Q5rrRosYf7kc6cpUUHuIgPT5U7kcSY5oUJHFKZn83RmMZtvR83LrBlj115GfFEhUmgxlGixabAYpyXLPdlInRHKjuoG/AbU0wIUaZFCRxSu7qAjBNbOn5bN/fREePk4XnydXRaFLsAahRqcOmEALIz4pBN0xpthNjlhQkcUruyt0ogWGocRm8s72K+KggpslEqqNOi89Ebzw4bHaG7NQIQgJt7C5ttjCZEKNHCpI4KdMwcFcVoKXNoKK+m7KaThbPSkWVmRlGnRqfCc5ejI66oW2aqjI9K4bdZS0y/FuMSV4rSOXl5dx8880sXbqUm2++mYqKipPue/DgQfLz83nssce8FU+cgNFYBgM92NJn8O72agIcGpfIzAxeoSVOAkCvPzBse35WLN19Lg7Wdp7oaUL4Na8VpAceeIBbbrmFt956i1tuuYXVq1efcD9d13nggQdYsmSJt6KJk3BX7QFFpTc6h8+KGpg3LYngQJvVscYFNSIJJTAMvb5k2PbpmdFoqsLuMmm2E2OPVwpSS0sLhYWFrFixAoAVK1ZQWFhIa+vxnbO/+93vWLhwIRkZGd6IJk7BXbkbLSGbzYVtuHWTRbNTrI40biiKgpY46bgrpOBAO5NSI9gl/UhiDPLKx926ujoSEhLQNA0ATdOIj4+nrq6O6Ogjd/sXFxezZcsWXnzxRZ5++umzeq2YmNARyXwycXH+t9TC2WR2d7bQ1VJJ+IKv8eG7tczKiWdGrvfWPRov5/lU2rOm01qxg6hAN7awqKHtl8xM4X9f3YehaSREB5/Ta8h59g7J7BmfaX9xuVzcf//9/OxnPxsqXGejpaV71Dp84+LCaGryr6lbzjazs+gTALa0J9Ha2cA3liZ67WcfT+f5VPSwCQA0Fu7Annn+0PbsxME/FO9/dojFs1PP+vhynr1DMh+hqsopLxq8UpCSkpJoaGhA13U0TUPXdRobG0lKOtJB3tTURGVlJXfeeScAnZ2dmKZJd3c3Dz/8sDdiiqO4K3ZAaBxv7e0mOTZEhnpbQI1NB82BXn9gWEFKiA4mMTqYXaXN51SQhPA1XilIMTEx5OXlsWHDBlauXMmGDRvIy8sb1lyXnJzMtm3bhr7/9a9/TW9vLz/5yU+8EVEcxXT2odcWUpK4nOrKHv7xqjwZ6m0BRbWhJWSh1+0/7rH87Bje3V5N34CboACfaegQ4px4bZTdgw8+yNq1a1m6dClr165lzZo1AKxatYqCggJvxRAecFfvBd3NO00JRIUFcMGUBKsjjVtaci5GSxVmf/ew7bMmx+HWTblJVowpXvtolZWVxbp1647b/uyzz55w/7vuumu0I4mTcFfsoFJJY3+9k5suy8amyf3TVtGSpwB/x11XjH3inKHtWSkRRIUF8HlxIxdO9d5gEyFGk/ylEcOYhht35W7eM+cSFGBjgSzCZyktbiLYHOi1RcO2q4rCnJx4Cg62ymSrYsyQgiSG0etKaOrT2NUWymXnpUj/hMUUzYaWOBm9tvi4x+bmxuPWDbknSYwZUpDEMO6K7bw/MA1NVVgyR0Zw+QItOQ+jrQajt2PY9syUcKLCAvissMGiZEKMLClIYohpmrSW7WPbQBYXT0skMlTWPPIFtuQ8gBM22104JYG95a109jitiCbEiJKCJIYYLYfY3JqIbqosPT/d6jjiS2rsBHAEo9fsO+6xi6Ylohsm24rkKkn4PylIYkh36Q62DOQwMyuSpJgQq+OILymqhi11Ku6qgmHrIwGkxoWSnhDKJ3vrLUonxMiRgiSAwea69/c00WsGcNUl2VbHEcfQUqdh9rZjtFUf99jF05I4VN9FTVP3CZ4phP+QgiQA6Gus5L22VKbEmWQmh1sdRxzDljodAL1q73GPXTglAU1V2Ly77rjHhPAnUpAEAB9sKaDbDOLqBblWRxEnoIZGo0al4K4+flaT8BAHs3Pi+LigDqdLtyCdECNDCpJgwOlm00GNySGd5GTLmke+Skubjl5XgunqP+6xhTNT6B1w83lxowXJhBgZUpAEmz/dR6cewFX5EVZHEadgS88Hwz041+AxctIjSYwO5v2dNRYkE2JkSEEa51xug407Gploa2Tq3Dmnf4KwjJY4GQJCBpcGOYaiKCyencrB2k5KqztO8GwhfJ8UpHHu44I62gY0lqd1ogb536qW44miatjSZuCu3I1pHN9XNG96EiGBNt7cdsiCdEKcOylI45hbN3j941LStWZm5MtgBn9gy5gFAz3o9SXHPRbg0LhsViq7DjRT39prQTohzo0UpHFs674GWrp1lgbvwz5xttVxhAdsqdNAteGu2HnCxxfPTsVmU9nwSYV3gwkxAqQgjVO6YbDh0wpS7B3MyIxCCZCZGfyB4ghCS52Ku/wLTNM47vGIEAeLZqXw6b56app7LEgoxNmTgjROfbK3nsa2PpYH7MAx6UKr44gzYM+6ALOnFb2h7ISPX3nhBBx2jVc+OujlZEKcGylI45BbN3jt4wrSgvuZFtIy2C8h/IZtwnmg2XGXbT3h42HBDpbOTWP7/iZKqtq9G06IcyAFaRz6uKCO5o5+ltu24Zh0IYrNYXUkcQYURxC29HzcBz8/4Wg7gOUXTCAmPIC1m/ajG8c37Qnhi6QgjTMut8GGTyqYGAVTtEPYJ8+zOpI4C7asCzD7Ok+4kiwMjrj76pLJVDf18Pbnx0/IKoQvkoI0zmzZU0tL5wDLQ/ehRaegxk20OpI4C7b0fHAE4yr56KT7nDcplvMmxfK3zWVUNnR5MZ0QZ0cK0jjicuts+PQQ2YlBTO7ejn3yPBRFsTqWOAuKzYE9+8LB0XYDJx5NpygKty3PJSTIzm/X76Pf6fZySiHOjBSkceSDXbW0dQ2wIrEeRVWxTbrI6kjiHNhzF4DuxlX66Un3CQt2cOfVU2ls6+Ppv+/FrUt/kvBdUpDGiQGXzhufHiInLYLM5g/R0magBkdaHUucAy12AmrMBFzFm49bSfZoeROi+MayHPaWt/KH14ukKAmfJQVpnPhgZw0dPU6unmxg9rZjz5lvdSQxAux5CzBaKjEaSk+536X5ydywMIuthQ088fIeevtdXkoohOekII0DA06dN7YeYkpGFBlNH6IER2KbkG91LDEC7JMuBkcwzoK3TrvvlRdO4PbluRRVtHH//37G1r11p7yyOpV+p5vG9j7qWnqobuymuqmbzl7nWR9PCACb1QHE6Ht3RzVdvS6umRmOvnkvjjnXo6jyv34sUOyBOPIW4tzzJkZXM2pY7Cn3n5+fTGp8KH94o4j/eO4z0uJDmTcjiWkTo4mPCkJTBz+jmqZJd5+Ljm4nje19NLT10tDaR0NrLw1tvbR3O094/ECHRlp8KDnpUczIiiErOVwGzgiPee2vUnl5Offccw/t7e1ERkby2GOPkZGRMWyfp556ijfeeANN07DZbNx9993Mny9NS+eit9/Fxm2VTM+MIb35E1yqDXveQqtjiRFkn7oY556NOPe+TeBFXz3t/hOTwnngtrnsq2zn5fcO8Md3DgCgqQohgTYUVaGnz4VbH361ExZsJyEqmKkZ0cRHBxMdFoCmKdhUFcM06ehx0tDaS0V9F69/WsGGTyqIjwxiwXnJLMhPIThQPgSJU/Pab8gDDzzALbfcwsqVK1m/fj2rV6/mxRdfHLbPjBkzuOOOOwgKCqK4uJivfe1rbNmyhcDAQG/FHHP+/kEZ3X0urr0wGde7z2DLugA1KNzqWGIEqaEx2LIuwFX0Po78K1GDT7/yr01TWXL+BPInRtPY1sv+ynYa2/vo7nNhGCahwXYiQwKICHUQFxlEQlQQwYF2jzP19rvYeaCZLXvqWPd+GRs+qWDZBRO4Yk4aAQ7tXH5cMYZ5pSC1tLRQWFjIc889B8CKFSt4+OGHaW1tJTo6emi/o6+GcnJyME2T9vZ2EhMTvRFzzOnoHuCVD0uZmxtPSucuBlz9OKZdbnUsMQoCZq/EXbYN5+43PLpKOlp8VDDxUcEjmic40M4l05O4ZHoSh+q7ePXjcv6++SAf7a7lm8tymTox+vQHEeOOVwY11NXVkZCQgKYNfjLSNI34+Hjq6upO+pxXXnmF9PR0KUbn4NVPKnC5Da6bn4Fz7zuoCdlocRlWxxKjQI1IxDbpYlyF72H0tFkdZ5gJiWHc9ZUZ/OSW89A0lV/+eRd/eKNIRvqJ4/hko+5nn33GE088wR/+8Iczfm5MTOgoJDoiLs4/lvmubepm865all44gSxbHfWdDcQt+iqhfpLfX87z0azO7FryVapKt6IUvErc1f/s0XO8mTkuLoy5M1L441vF/P3DMoor2/npN+cyOT3qjI/jbySzZ7xSkJKSkmhoaEDXdTRNQ9d1GhsbSUpKOm7fnTt38qMf/Yinn36azMzMM36tlpZuDGN0hp7GxYXR1OQfc4L9/pW92DSVf7g8h6a/PoISHElvzDT6/CC/P53nw3wjcwiO6VfQvfsNjImXoCVkn3JvqzJfdUE6eWmRPPNKAT/5zUd87YocLs1P9ui5vnGez4xkPkJVlVNeNHilyS4mJoa8vDw2bNgAwIYNG8jLyxvWfwSwZ88e7r77bp588kmmTp3qjWhjUnldJ58XN3LF3DSCOirQa4twzFiOovnkBbEYQY5Z16AER9L/8f+ddGkKX5CZHM7q2+aSkxbJ828W8/ybMoOE8OKNsQ8++CBr165l6dKlrF27ljVr1gCwatUqCgoKAFizZg39/f2sXr2alStXsnLlSvbv3++tiGOCaZq8/EEZoUF2ll2QTtuWdSiBYdinLLQ6mvACxR5IwEW3YDQfwrnrdavjnFJYsIO7b5rJVRdNYPPuOv573W76BmQC2PHMax+Zs7KyWLdu3XHbn3322aGv//rXv3orzpi1r6KVokNtfHXJJBwdlfQe3IXj/JtQbAFWRxNeYs86H3fFDpzb12NLm47mw0uMqKrCVxZkkRAVzAsbi/nZ2h3cfVM+UWHy+zoeydRBY4hhmLz8fhmxEYEsnJnCwI71qEGhOKZcZnU04WWB876OEhxB3ztPYfR1Wh3ntObNSOIHN86guaOPR178grqWEy+pcaZM08TobUdvPoS7bj/uyl24Dn6Ou3IX7toi9KZyjN52mfLIR0inwhiypaCOysZuvn3NVNT2SvTK3UQt+CpuR5DV0YSXKQEhBF1xF72vPkr/pl8TtOLHKJrnN7ZaYdrEGO65dRb/9Zfd/PylHfzbzTNJTzj9SC/TMDB7WjE6GzE6GzE7GzE6GjC6GjE6GsE9cPoXtweixU5AS8hGS52GljhJpteygJzxMaK338VfPyxjUmoE5+fF0//2b8ARRMSc5bR0SWfxeKTFTSRw4Sr6332avk2/Jujyf0axOayOdUrpCWHcc+ss/vNPO3n8/+3k7pvyyUwOx+zvwuxupaelB2dNNUZ385Hi09kExlF9T6oNNTwOJTwee1Iuang8SkgUiiMYxR4INju4XZiu/sF/3S0Y7XXozRU4d2+EXa+jBIZhyzwfx7TLUSPlXkhvkYI0Rrz6cQXdvS5uuWkyRtNB3BXbccy+FjUwBLr8a8ipGDn2rPMxnb0MfPQ8fW89QdCS76IEhFgdaxjTMDB72zC6mjG7W4jqbuHu7Hae2BvDL9Zu486IzUxSqwHoPfwkeyBqeBxqVAq2CeehhMejhsejRiSgBEehqGfXG2E6+3DXFOIu24Zr/4e4Ct/DljELR/7y0w6jF+dOCtIYUNfSw7vbq5mfn0x6Qih9r/0aJSgcx/SlVkcTPsCRtxBF1ejf/Dw9rzxE0JJ/RotJ82oG0+3EaK8b/NfVhNnVhNHVMvh1dwscM0Q9IjCMf0lL4qmamfxP52XcOdtgRlY0MWnpdLiCICBkVGYRVxxB2CfOxj5xNkZvB6597+AsfA93xXZsE84j4KKvoobHj/jrikFSkPycaZr86d1SHHaN6y/NxH1oJ3p9CQHzvoEifUfiS/ac+Sjh8fS/8xS9f3sQR/4yjMU3j/jrmIY+2H/TVo3RWoPRWo3eVoPZ2QBHDRxQgsJRQmPRYjNQM+eihMaihsWihMWghsag2AIIBe7pdfJff97Nb7d38+2UNJYnZqJ46SZTNTiCgLlfwTHzKpz73sW541Xc6+7FkX8VjplXysjVUSAFyc9t399EwcEW/mFRNmEB0LP1T6iRydhzF1gdTfgYW1IOwTf+BwNb/4Jz1+tUFr2PlrMA+6SLUaNTz+iKwzTcmJ1NGO316G01RwpQe92R/hxFQQlPQItKQc26ADUqBTUqGTUsDsXu2R/zsGAHP/rqefz3y7t5Zv1eAoLsTJ9wZlMNnSvFHkjAzKuwT7qYga1/xrljPa6yrQRd9m20+DOfTUacnGKOsfGO42nqoN5+F//++21EhDi4/5tzcO/agPOLvxF05Y+wpQ7OdOFrmT0hmUef3lyBUvgWPfu3gWmghESjJWSjRiahBEcOzuqh2UFRMQd6BgcV9HcNjmTrqMfsbALzyGAZJTQGNSoFLTp1sPBEpw4ea4QGUQw4dX79tz0UVrTx9aU5XHZeyogc92y4awrp/+D3mL3tOGZfi2PmVSjqyZfU8LffDbBu6iC5QvJjL39QRmePkx/cMAOlpxXnzg3YJs4ZKkZCnIwWm0HcV35IQ2UN7ood6LVF6I0HcZd/PqxpbRh7IGpYLFp0GurEuaiRSagRCahRySiOkV2+4lgBDo0f3DCD379RzP+9tZ8Bp86yC9JH9TVPxpYyhZAbHqZ/y//h/OJv6FUFBC75LmqId6/cxiIpSH6qpKqdD3bVcsXcNCYkhNH35i9BVQk4w7VwxPimBoXjyFsIX64ibOpuzP4u0F2Yunvw6ikgBCUw1PL7mOw2jXtvO59H/7CNv7xfyoBL55pLMixZIl0JCCFo8Xdwpc+g/6MX6P3bAwQu+R62pByvZxlLpCD5IZfb4IWNxcSEB3Ld/EzcBz5Br95LwMVfQw2NsTqe8GOKZkPx4U/6Nk3l29dMxWFXWb+lnAGnzo2XZVlSlIDB/reYCfS9/SR9Gx4n4KJ/wD51iWV5/J1MHeSH/ra5jLqWXr6xLAe7s4P+T/8fakI29qmLrI4mxKhTVYXbr8xj0awUNn5WydpNJRgWdoVr0SmEXPcAtvQZDHzyEv0fPIvpyewQ4jhyheRn9pW38tZnVVx2XgrTJkbR9/ovQHcTtPBbKIp8vhDjg6oo3Hr5ZAIcGm9uraTfqXP7lbnYNGveA4ojmMAr7sK5cwPOL/5Ob2s1QVfchRoWZ0kefyV/wfxIZ6+T328oJDk2hJsWZePcvRG9toiAi29BjZDpTcT4oigKNyzI4rpLM/l0Xz1PWLx8haKoBMy6hqBld2N0NdH7tzW4a4ssy+OPpCD5CdM0ef6NYnr6XXz7mqloTQdwfv4ytolzsOdcanU8ISyhKApXX5zBHVfmUVzZzs/W7qC1s9/STLb0GYRc9wBKUDh9r/+Cjs9fl9nEPSQFyU+8/XkVu0qbuXFhNikhLvrffRolPJ7ABf8oHahi3Js3I4l/uSl/aPmKg7XWLrmhRiQSfO392NLzadn0B/o//F9Mt9PSTP5ACpIf2FPWwp/fL2XW5DgW58fSt/G/Md3OwdmbZXogIQCYmhHNT782G5um8vOXtrN5d62leRRHEIFX3EXU/Jtxl2yh97WfY/S0WZrJ10lB8nE1Td38dv1e0uJC+daVk+l/77cYrZUELf4uWnSq1fGE8Clp8aGsvm0uOWmRPP9mMS9uLMbl1k//xFGiKCpRl95E4BV3YbTX0vu3B3DXl1iWx9dJQfJhnb1Onnh5DwF2jbu+Mg3zk+fRK3cTcMnXsaXPsDqeED4pNMjO3TfN5MoLJ/DBrloeeuELKhusnbrHnjGb4GvvB0cQfa/9nIGdGzBNWafsWFKQfFTfgJsn1u2ho8fJP18/jeCdf8Rd+imOuTfgmCL3GwlxKqqqcMPCLP7lxny6e108/MIXvLn10KjNc+kJLSqFkOsexDZxDs7PX6bvjV9i9HZYlscXSUHyQf1ON0+s201lQxffuTqP5KL/h7vkIxyzVhJw3gqr4wnhN2ZkxfDQP57PzOxY1n1QxsMvfMGB6nbL8iiOIAIX/xMB829Dry+h96/34yr/wrI8vkYKko/p7nPxyz/torSmk1XLMskp+QPug58RcMFNBMy5zup4QvidsGAH371uGt++ZiqdvU5+tnYHv3t1Hy0d1gwPVxQFR95Cgq9bjRIcRf/bv6Hv3Wcw+v1rRvDRIDM1+JDG9j6efHkPjW29fGdxPLn7foPe00bgom9jz77I6nhC+C1FUbhgSgIzs2N5feshNm6r5PPiRi6cksCyCyeQEuv9Zd216DSCr7sf567Xce54dfAm9/NvxDb5knE764oUJB+xr6KV/1m/D8M0uWuOi4zdv4LAMIKvvgctIdvqeEKMCQGOwZWVF+Qn89bnlWzeXcvHe+uZlhnNRVMTOW9SLIEO7/1ZVFQbAbNWYpswi/6PnqP/w/9FLXyPwItvHZfve1mg7wyMxqJVLrfBqx+X88anh0iMdLAq5jNi2vagpecTuPBbqIFh53R8WRzMOySzd4x05q5eJ+9ur2ZLQR2tnQM47CozsmLJS49kcnoUyTHB53zjuaeZTdPAXbqVgW1/wextx5YxG8esq9FiM87p9c+GLNA3Du2vbOPFt/ZT19LLRfHdXOd+jYBeB4EL/hHb5HkyA4MQoyws2MG18zO5Zt5ESqs72FrYwO7SZr4obgQGh5Anx4aQHBNMYnQw0eGBhIc4iAh1EBJoJ8CuYbeNTPOaoqjYJ12MLWMWzt1v4ty7CXfFdrT0fBz5V6IlTh7zfxOkIFmgqrGb9VvK2VHSRJTDxZ1hHzHVqMM+ZQEBc65HCTz5JwghxMhTFYXJaZFMTovEvGIyTe197K9sp7Smg7qWXj4vbqSn/8QTt2qqQqBDI8ChEeiwEWDXCHRoBAfYCA60ERcdgmIahATaiQwNICosgKjwAMKC7CcsMIo9kIA51+GYfgXOfe/iKthE32s/Q41Mxp57KbbJl5xzy4mvkoLkJU6Xzs4DzWzZVcW+yk4CVTdXBhVwWUgpIVPm45jxr6ih0VbHFGLcUxSF+Khg4qOCmZ+fDAxObtzd56K920lHzwAd3U76Btz0O3UGXDr9Azr9LjcDTp3+L//V9fTS0++it7ABl/v4m2Btmkp0eAAJUcEkRAeREDV4FZYQHUR0eCBqQAgBs67BMX0p7rJtOPdvZmDrnxjYtg4tOQfbhFnYMs4bU4tyeq0glZeXc88999De3k5kZCSPPfYYGRkZw/bRdZ1HHnmEjz76CEVRuPPOO7nxxhu9FXHEdfQ4KTrYyL7iSnYc6qXPrRKldnNl0AEWJHYTnjMXe84q1KBwq6MKIU5BURTCgh2EBTtI48xaMOLiwqipbR8qaG1d/bR2DdDeNUBzRz8Nbb2UVLUz4DoyxZHdphIfNVik4iODiI/KIi5/GrFKB+F1n2NU7mTgk7UMfLIWJSIRW+IktMTJqPGZqBEJKKp/Xmt4LfUDDzzALbfcwsqVK1m/fj2rV6/mxRdfHLbPa6+9RmVlJZs2baK9vZ1rr72Wiy66iNRU352zza3rdLZ10N7cQktLO7VNXdS0OanuMKjvDwQgSHEy1V7Dhek95GWn4Mi+WeahE2Iccdg1ou0a0eGBwPEfQE3TpL3bSUNrLw1tvTS09lHf2ktdSw97ylpw60eusDQ1jtjIlcSHqkTTQVh/E6GFNYQVbCRc7SdccxIeHYUjOhk1NBolNGbov0pwJEpACIqqefGn95xXClJLSwuFhYU899xzAKxYsYKHH36Y1tZWoqOPNFO98cYb3HjjjaiqSnR0NEuWLGHjxo1861vf8vi1VPXsOv1MQ8dd+ilmbwemoYOhg+HGNHT2tQWyvyMQt6HS7zZx6uDUFbp1Oz2GA5OjXzOISNUkO6qfxZG9ZCeGkJqWgS3hMhR74FllO1dne06sJJm9QzJ7x+kzK8REBBITEciUicOb7g3TpLPHSXNHP62d/TR39NPy5b+KLoU+ZyioE4dPc9AKtjYDBy4CFBcBSj0BShUORceOG01VUFUVTdPQNAVNPfJPVVUig1XOi+5D1VRQ1cH7olQNVA3bxDmoIVGjch68UpDq6upISEhA0warsqZpxMfHU1dXN6wg1dXVkZycPPR9UlIS9fX1Z/RaUVHncINb3LITbk4Brjj7o1ruVMMsfZVk9g7J7B3nmjkuFrJGKIsvG5+3AwshhPA5XilISUlJNDQ0oOuDnXa6rtPY2EhSUtJx+9XWHllUq66ujsTERG9EFEIIYTGvFKSYmBjy8vLYsGEDABs2bCAvL29Ycx3AsmXLWLduHYZh0NrayjvvvMPSpUu9EVEIIYTFvDZ1UFlZGffccw+dnZ2Eh4fz2GOPkZmZyapVq/j+97/P9OnT0XWdhx56iI8//hiAVatWcfPNN3sjnhBCCIuNubnshBBC+CcZ1CCEEMInSEESQgjhE6QgCSGE8AlSkIQQQvgEKUgnUF5ezs0338zSpUu5+eabqaioOOF+Tz31FFdddRXXXHMN119/PR999JF3g37Jk7y6rrNmzRqWLFnC5Zdfzrp167wf9CieZPaV83uYp78XAAcPHiQ/P5/HHnvMewFPwNPMb7zxBldffTUrVqzg6quvprm52btBj+JJ5paWFu68806uvvpqli1bxoMPPojbfeLlIUbbY489xqJFi8jJyaGkpOSE+/ja+8+TzJa8/0xxnK9//evmK6+8Ypqmab7yyivm17/+9RPut3nzZrO3t9c0TdMsKioyZ8+ebfb19Xkt52Ge5P373/9u3nHHHaau62ZLS4s5f/58s6qqyttRh3iS2VfO72Ge/l643W7za1/7mvmv//qv5s9//nNvRjyOJ5n37NljLl++3GxsbDRN0zQ7OzvN/v5+r+Y8mieZH3nkkaFz63Q6zRtuuMF8/fXXvZrzsM8//9ysra01L7vsMnP//v0n3MfX3n+eZLbi/SdXSMc4PBHsihUrgMGJYAsLC2ltbT1u3/nz5xMUFARATk7O4Iy97e3ejOtx3pNNXGsFTzP7wvk97Ex+L373u9+xcOHC45ZX8TZPMz///PPccccdxMXFARAWFkZAQIDX84LnmRVFoaenB8MwcDqduFwuEhISrIjMnDlzjpt15li+9P4DzzJb8f6TgnSMU00EeyqvvPIK6enpXp/qyNO8IzFx7Ug5m3Ns1fk9zNPMxcXFbNmyhdtuu82ClMN5mrmsrIyqqipuvfVWrrvuOp5++mlMi25P9DTzd7/7XcrLy5k3b97Qv9mzZ1sR2SO+9P47G956/0lBGgGfffYZTzzxBL/85S+tjjIm+cv5dblc3H///axZs2boD6o/0HWd/fv389xzz/F///d/bN68mfXr11sd65Q2btxITk4OW7ZsYfPmzXzxxReWXnGMZd58/0lBAv7617+ycuVKVq5cyYEDBzyaCPawnTt38qMf/YinnnqKzMxMb8YG/HPiWk8zg/Xn9zBPMjc1NVFZWcmdd97JokWLeOGFF/jLX/7C/fff77OZAZKTk1m2bBkOh4PQ0FAWL17Mnj17rIjscea1a9dyzTXXoKoqYWFhLFq0iG3btlkR2SO+9P47E95+/0lBAr7yla+wfv161q9fz3XXXefRRLAAe/bs4e677+bJJ59k6tSp3o4N+OfEtZ5m9oXze5gnmZOTk9m2bRvvvfce7733Ht/85je56aabePjhh302Mwz202zZsgXTNHG5XGzdupXc3FwrInucOTU1lc2bNwPgdDr59NNPmTRpktfzesqX3n+esuT9N6pDJvxUaWmpecMNN5hXXHGFecMNN5hlZWVDj33rW98y9+zZY5qmaV5//fXmBRdcYF5zzTVD/4qLi30m79FZ3W63uXr1anPx4sXm4sWLzT/96U9ez3k0TzL7yvk9k8xHe/LJJy0fZedJZl3XzUcffdRctmyZeeWVV5qPPvqoqeu6T2c+dOiQedttt5krVqwwly9fbj744IOmy+WyJO/DDz9szp8/38zLyzMvvvhi88orrzwur6+9/zzJbMX7TyZXFUII4ROkyU4IIYRPkIIkhBDCJ0hBEkII4ROkIAkhhPAJUpCEEEL4BClIQgghfIIUJCGEED5BCpIQQgif8P8BQsN5zU7pD6YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#经观察可得，最大正相关：life与armor\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns # 1. 引入sns\n",
    "sns.set()             # 2. 设置使用 seaborn 风格\n",
    "\n",
    "# 数据相关工作\n",
    "df = pd.read_csv('hero_data.csv')\n",
    "max_P = df[['armor','life']] #最大正相关\n",
    "max_P_1 = (max_P-max_P.min())/(max_P.max()-max_P.min()) #归一\n",
    "\n",
    "# 绘图相关工作\n",
    "sns.kdeplot(data=max_P_1, shade=False, linestyle='-')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "93115860-a2ee-495f-b197-8427e443d835",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#最大负相关：attack_range与armor\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns # 1. 引入sns\n",
    "sns.set()             # 2. 设置使用 seaborn 风格\n",
    "\n",
    "# 数据相关工作\n",
    "df = pd.read_csv('hero_data.csv')\n",
    "max_N = df[['armor','attack_range']] #最大负相关\n",
    "max_N_1 = (max_N-max_N.min())/(max_N.max()-max_N.min())\n",
    "\n",
    "# 绘图相关工作\n",
    "sns.kdeplot(data=max_N_1, shade=False, linestyle='-')   \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "a5ba7bf6-6fee-41e4-9f14-99f70c65f6c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "没有找到游戏主角：XXXXX \n",
      "\n",
      "### 游戏主角：Kai Yin的信息如下 ###\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "|    | Hero    |   life |   magic |   speed |   attack |   armor |   life_recovery |   magic_recovery |   attack_range |   attack_speed |   magic_resistance |\n",
      "+====+=========+========+=========+=========+==========+=========+=================+==================+================+================+====================+\n",
      "|  4 | Kai Yin |    585 |     410 |     340 |       60 |      29 |               2 |                2 |            175 |              1 |                 32 |\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tabulate import tabulate\n",
    "\n",
    "def get_hero(df, name):\n",
    "    try:\n",
    "        tmp = df.loc[df.Hero == name].index.tolist()[0]\n",
    "        result = df.iloc[tmp:tmp+1,:]\n",
    "        print(\"### 游戏主角：\"+name+\"的信息如下 ###\")\n",
    "        print(tabulate(result,headers='keys',tablefmt='grid'))\n",
    "    except:\n",
    "        print(\"没有找到游戏主角：\"+name,'\\n')\n",
    "\n",
    "df = pd.read_csv('hero_data.csv')\n",
    "get_hero(df,\"XXXXX\")\n",
    "get_hero(df,\"Kai Yin\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "29e5cbea-77b5-4465-b9c3-3dbd81e970e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Hero    |   life |   magic |   speed |   attack |   armor |   life_recovery |   magic_recovery |   attack_range |   attack_speed |   magic_resistance |\n",
      "+=========+========+=========+=========+==========+=========+=================+==================+================+================+====================+\n",
      "| Kai Yin |    585 |     410 |     340 |       60 |      29 |               2 |                2 |            175 |              1 |                 32 |\n",
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Kasha   |    554 |     344 |     335 |       62 |      33 |               1 |                0 |            500 |              1 |                 30 |\n",
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Zoe     |    526 |     340 |     340 |       56 |      21 |               7 |                6 |            525 |              1 |                 30 |\n",
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Kai Yin |    585 |     410 |     340 |       60 |      29 |               2 |                2 |            175 |              1 |                 32 |\n",
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tabulate import tabulate\n",
    "\n",
    "def get_heros(df, name):\n",
    "    Hero = []\n",
    "    for i in name:\n",
    "        T = df[df['Hero'] == i].index.tolist()[0]\n",
    "        Hero.append(T)\n",
    "    print(tabulate(df.iloc[Hero],headers='keys',tablefmt='grid',showindex=False)) #showindex=False 不显示行号\n",
    "\n",
    "df = pd.read_csv('hero_data.csv')\n",
    "get_heros(df,['Kai Yin','Kasha','Zoe','Kai Yin'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d80f3799-bc23-49fa-a7ab-55dca2411285",
   "metadata": {},
   "source": [
    "#### 参考答案"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6e161169-7b31-4094-9a15-71884d1fd784",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# mean normalization\n",
    "def normal(arr,type='mean'):\n",
    "    min = arr.min()\n",
    "    max = arr.max()\n",
    "    mean = arr.mean()\n",
    "    range = max-min\n",
    "    if type=='mean':\n",
    "        arr = (arr-mean)/(max-min)\n",
    "    elif type=='min-max':\n",
    "        arr = (arr-min)/(max-min)\n",
    "    return arr\n",
    "\n",
    "df1 = pd.read_csv('hero_data.csv')\n",
    "df2 = pd.read_csv('hero_data.csv')\n",
    "\n",
    "# 用均值归一\n",
    "df1['armor']=normal(df1['armor'],type=\"mean\")\n",
    "df1['life']=normal(df1['life'],type=\"mean\")\n",
    "df_mean=df1[['armor','life']]\n",
    "\n",
    "# 用极小极大值归一\n",
    "df2['armor']=normal(df2['armor'],type=\"min-max\")\n",
    "df2['life']=normal(df2['life'],type=\"min-max\")\n",
    "df_mm=df2[['armor','life']]\n",
    "\n",
    "sns.set()\n",
    "fg,ax=plt.subplots(1,2,figsize=(10,5),sharey=True,sharex=True) #共享2个轴\n",
    "sns.kdeplot(data=df_mean,ax=ax[0])\n",
    "ax[0].set_title(\"mean normalizatiion\",size=20)\n",
    "sns.kdeplot(data=df_mm,ax=ax[1])\n",
    "ax[1].set_title(\"min-max normalizatiion\",size=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "95047497-ef97-47ee-8b70-5d035c4a24a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tabulate import tabulate\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def normal(arr):\n",
    "    min = arr.min()\n",
    "    max = arr.max()\n",
    "    mean = arr.mean()\n",
    "    range = max-min\n",
    "    arr = (arr-mean)/(max-min)\n",
    "    return arr\n",
    "\n",
    "df = pd.read_csv('hero_data.csv')\n",
    "df['armor']=normal(df['armor'])\n",
    "df['life']=normal(df['life'])\n",
    "df['attack_range']=normal(df['attack_range'])\n",
    "df0=df[['armor','life']]\n",
    "df1=df[['armor','attack_range']]\n",
    "\n",
    "sns.set()\n",
    "sns.kdeplot(data=df0)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2f33c02f-c117-4275-90d5-faca78d57091",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "没有找到游戏主角: XXXXX \n",
      "\n",
      "### 游戏主角: Kai Yin 的信息如下 ###\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "|    | Hero    |   life |   magic |   speed |   attack |   armor |   life_recovery |   magic_recovery |   attack_range |   attack_speed |   magic_resistance |\n",
      "+====+=========+========+=========+=========+==========+=========+=================+==================+================+================+====================+\n",
      "|  4 | Kai Yin |    585 |     410 |     340 |       60 |      29 |               2 |                2 |            175 |              1 |                 32 |\n",
      "+----+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tabulate import tabulate\n",
    "\n",
    "def get_hero(df, name):\n",
    "    data=df[df['Hero']==name]\n",
    "    if len(data.values) == 0:\n",
    "        print(\"没有找到游戏主角:\",name,\"\\n\")\n",
    "    else:\n",
    "        print(\"### 游戏主角:\",name,\"的信息如下 ###\")\n",
    "        print(tabulate(data,headers='keys',tablefmt='grid'))\n",
    "\n",
    "df = pd.read_csv('hero_data.csv')\n",
    "get_hero(df,\"XXXXX\")\n",
    "get_hero(df,\"Kai Yin\")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d7a25eda-0fcb-4839-bd5c-20a81519571a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Hero    |   life |   magic |   speed |   attack |   armor |   life_recovery |   magic_recovery |   attack_range |   attack_speed |   magic_resistance |\n",
      "+=========+========+=========+=========+==========+=========+=================+==================+================+================+====================+\n",
      "| Kai Yin |    585 |     410 |     340 |       60 |      29 |               2 |                2 |            175 |              1 |                 32 |\n",
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Kasha   |    554 |     344 |     335 |       62 |      33 |               1 |                0 |            500 |              1 |                 30 |\n",
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Zoe     |    526 |     340 |     340 |       56 |      21 |               7 |                6 |            525 |              1 |                 30 |\n",
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Kai Yin |    585 |     410 |     340 |       60 |      29 |               2 |                2 |            175 |              1 |                 32 |\n",
      "+---------+--------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tabulate import tabulate\n",
    "\n",
    "def get_heros(df, name):\n",
    "    df.index=df['Hero']\n",
    "    print(tabulate(df.loc[name,df.columns[1:]],headers='keys',tablefmt='grid'))\n",
    "\n",
    "df = pd.read_csv('hero_data.csv')\n",
    "get_heros(df,['Kai Yin','Kasha','Zoe','Kai Yin'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "77f666b0-66c0-474e-83ff-8ee59b3abb05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Hero    |   magic |   speed |   attack |   armor |   life_recovery |   magic_recovery |   attack_range |   attack_speed |   magic_resistance |\n",
      "+=========+=========+=========+==========+=========+=================+==================+================+================+====================+\n",
      "| Kai Yin |     410 |     340 |       60 |      29 |               2 |                2 |            175 |              1 |                 32 |\n",
      "+---------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Kasha   |     344 |     335 |       62 |      33 |               1 |                0 |            500 |              1 |                 30 |\n",
      "+---------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Zoe     |     340 |     340 |       56 |      21 |               7 |                6 |            525 |              1 |                 30 |\n",
      "+---------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n",
      "| Kai Yin |     410 |     340 |       60 |      29 |               2 |                2 |            175 |              1 |                 32 |\n",
      "+---------+---------+---------+----------+---------+-----------------+------------------+----------------+----------------+--------------------+\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tabulate import tabulate\n",
    "\n",
    "def get_heros(df, name):\n",
    "    print(tabulate(df.loc[name,df.columns[1:]],headers='keys',tablefmt='grid'))\n",
    "\n",
    "df = pd.read_csv('hero_data.csv',index_col=0)\n",
    "get_heros(df,['Kai Yin','Kasha','Zoe','Kai Yin'])"
   ]
  }
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